Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios

The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas Ausführliche Beschreibung

Gespeichert in:

Autor*in:	Calleo, Yuri [verfasserIn] Di Zio, Simone [verfasserIn] Pilla, Francesco [verfasserIn]

Format:	E-Book
Sprache:	Unbestimmt

Erschienen:	Florence: Firenze University Press, Genova University Press ; 2023

Rechteinformationen:	Open Access Creative Commons ; https://creativecommons.org/licenses/by/4.0

Schlagwörter:	Society & social sciences

Umfang:	1 Online-Ressource (6 p.)

Reihe:	Proceedings e report

Links:	Link aufrufen Link aufrufen
ISBN:	979-12-215-0106-3

Katalog-ID:	186916427X

Internformat


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520			\|a The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas
540			\|a Creative Commons \|f https://creativecommons.org/licenses/by/4.0 \|2 cc
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912			\|a ZDB-94-OAB
912			\|a GBV_ILN_11
912			\|a ISIL_DE-1a
912			\|a SYSFLAG_1
912			\|a GBV_KXP
912			\|a GBV_ILN_20
912			\|a ISIL_DE-84
912			\|a GBV_ILN_22
912			\|a ISIL_DE-18
912			\|a GBV_ILN_23
912			\|a ISIL_DE-830
912			\|a GBV_ILN_24
912			\|a ISIL_DE-8
912			\|a GBV_ILN_30
912			\|a ISIL_DE-104
912			\|a GBV_ILN_31
912			\|a ISIL_DE-27
912			\|a GBV_ILN_39
912			\|a ISIL_DE-547
912			\|a GBV_ILN_40
912			\|a ISIL_DE-7
912			\|a GBV_ILN_60
912			\|a ISIL_DE-705
912			\|a GBV_ILN_63
912			\|a ISIL_DE-Wim2
912			\|a GBV_ILN_65
912			\|a ISIL_DE-3
912			\|a GBV_ILN_70
912			\|a ISIL_DE-89
912			\|a GBV_ILN_72
912			\|a ISIL_DE-35
912			\|a GBV_ILN_90
912			\|a ISIL_DE-Hil2
912			\|a GBV_ILN_91
912			\|a ISIL_DE-HIL3
912			\|a GBV_ILN_92
912			\|a ISIL_DE-33
912			\|a GBV_ILN_95
912			\|a ISIL_DE-542
912			\|a GBV_ILN_105
912			\|a ISIL_DE-841
912			\|a GBV_ILN_110
912			\|a ISIL_DE-Luen4
912			\|a GBV_ILN_130
912			\|a ISIL_DE-700
912			\|a GBV_ILN_131
912			\|a ISIL_DE-Va1
912			\|a GBV_ILN_132
912			\|a ISIL_DE-959
912			\|a GBV_ILN_136
912			\|a ISIL_DE-Wis1
912			\|a GBV_ILN_147
912			\|a ISIL_DE-Fl3
912			\|a GBV_ILN_161
912			\|a ISIL_DE-960
912			\|a GBV_ILN_213
912			\|a ISIL_DE-551
912			\|a GBV_ILN_230
912			\|a ISIL_DE-552
912			\|a GBV_ILN_283
912			\|a ISIL_DE-Ha163
912			\|a GBV_ILN_285
912			\|a ISIL_DE-517
912			\|a GBV_ILN_293
912			\|a ISIL_DE-960-3
912			\|a GBV_ILN_370
912			\|a ISIL_DE-1373
912			\|a GBV_ILN_635
912			\|a ISIL_DE-B2138
912			\|a GBV_ILN_808
912			\|a GBV_ILN_2011
912			\|a ISIL_DE-16
912			\|a GBV_ILN_2014
912			\|a ISIL_DE-90
912			\|a GBV_ILN_2018
912			\|a ISIL_DE-31
912			\|a GBV_ILN_2034
912			\|a ISIL_DE-Rt2
912			\|a GBV_ILN_2037
912			\|a ISIL_DE-747
912			\|a GBV_ILN_2050
912			\|a ISIL_DE-Zi4
912			\|a GBV_ILN_2108
912			\|a ISIL_DE-991
912			\|a GBV_ILN_2403
912			\|a ISIL_DE-LFER
951			\|a BO
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980			\|2 60 \|1 01 \|x 0705 \|b 4420148594 \|h OPENAccess \|k Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. \|k Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung \|y z \|z 28-11-23
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980			\|2 92 \|1 01 \|x 0033 \|b 4420307676 \|h OLR-Open Access DOAB \|k Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. \|y z \|z 28-11-23
980			\|2 95 \|1 01 \|x 3095 \|b 4419933739 \|h OLR-OAB \|k Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. \|y z \|z 28-11-23
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980			\|2 293 \|1 01 \|x 3293 \|b 4419851392 \|h OLR-DOAB \|k DOAB Directory of Open Access Books \|y z \|z 28-11-23
980			\|2 370 \|1 01 \|x 4370 \|b 4419990325 \|h OLR-FREE \|k Kostenloser Zugriff \|y z \|z 28-11-23
980			\|2 635 \|1 01 \|x 3635 \|b 4510952996 \|h OLR-DOAB \|k Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. \|y z \|z 11-04-24
980			\|2 808 \|1 01 \|x 4808 \|b 4421057975 \|h OLR-DOAB \|k DOAB Directory of Open Access Books \|y zg \|z 29-11-23
980			\|2 2011 \|1 01 \|x DE-16 \|b 4402653363 \|c 00 \|f --%%-- \|d --%%-- \|e --%%-- \|j --%%-- \|y l01 \|z 06-11-23
980			\|2 2014 \|1 01 \|x DE-90 \|b 4402793149 \|c 00 \|f --%%-- \|d --%%-- \|e --%%-- \|j --%%-- \|y l01 \|z 06-11-23
980			\|2 2018 \|1 01 \|x DE-31 \|b 4402653371 \|c 00 \|f --%%-- \|d --%%-- \|e --%%-- \|j n \|k Der Zugriff ist kostenfrei möglich. \|y l01 \|z 06-11-23
980			\|2 2034 \|1 01 \|x DE-Rt2 \|b 440265338X \|c 00 \|f --%%-- \|d eBook \|e n \|j n \|k frei zugänglich \|y l01 \|z 06-11-23
980			\|2 2037 \|1 01 \|x DE-747 \|b 4402653398 \|c 00 \|f --%%-- \|d eBook OAPEN Foundation OpenAccess \|e --%%-- \|j n \|k Im Internet frei verfügbar \|y l01 \|z 06-11-23
980			\|2 2050 \|1 01 \|x DE-Zi4 \|b 4402793157 \|c 00 \|f --%%-- \|d --%%-- \|e --%%-- \|j n \|k Elektronischer Volltext - Open Access \|y l01 \|z 06-11-23
980			\|2 2108 \|1 01 \|x DE-991 \|b 4402653401 \|c 00 \|f --%%-- \|d eBook DOAB \|e --%%-- \|j n \|k Elektronischer Volltext - Campuslizenz \|y l01 \|z 06-11-23
980			\|2 2403 \|1 01 \|x DE-LFER \|b 4402793165 \|c 00 \|f --%%-- \|d --%%-- \|e n \|j --%%-- \|y l01 \|z 06-11-23
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981			\|2 60 \|1 01 \|x 0705 \|r https://directory.doabooks.org/handle/20.500.12854/112090
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981			\|2 65 \|1 01 \|x 0003 \|y Open Access \|r https://directory.doabooks.org/handle/20.500.12854/112090
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981			\|2 92 \|1 01 \|x 0033 \|r https://directory.doabooks.org/handle/20.500.12854/112090
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981			\|2 110 \|1 01 \|x 3110 \|y Open Access \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 130 \|1 01 \|x 0700 \|y Open Access \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 131 \|1 01 \|x 3131 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 132 \|1 01 \|x 0959 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 136 \|1 01 \|x 3526 \|y Open Access \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 147 \|1 01 \|x 3528 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 161 \|1 01 \|x 0960 \|r https://directory.doabooks.org/handle/20.500.12854/112090 \|z LF
981			\|2 213 \|1 01 \|x 0551 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 230 \|1 01 \|x 0552 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 283 \|1 01 \|x 3283 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 285 \|1 01 \|x 0517 \|y Open Access \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 293 \|1 01 \|x 3293 \|r https://directory.doabooks.org/handle/20.500.12854/112090 \|z LF
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981			\|2 635 \|1 01 \|x 3635 \|r https://directory.doabooks.org/handle/20.500.12854/112090
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981			\|2 2014 \|1 01 \|x DE-90 \|y Volltext frei verfügbar \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 2034 \|1 01 \|x DE-Rt2 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 2037 \|1 01 \|x DE-747 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 2050 \|1 01 \|x DE-Zi4 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 2108 \|1 01 \|x DE-991 \|r https://directory.doabooks.org/handle/20.500.12854/112090
981			\|2 2403 \|1 01 \|x DE-LFER \|r https://directory.doabooks.org/handle/20.500.12854/112090
982			\|2 31 \|1 01 \|x 0027 \|8 00 \|a E-Book Open Access
982			\|2 132 \|1 01 \|x 0959 \|8 00 \|a EBooks DOAB Open Access
995			\|2 20 \|1 01 \|x 0084 \|a OLR-DOAB
995			\|2 22 \|1 01 \|x 0018 \|a OLR-ZDB-94-OAB
995			\|2 23 \|1 01 \|x 0830 \|a olr-doab
995			\|2 24 \|1 01 \|x 0008 \|a OLR-doab
995			\|2 24 \|1 01 \|x 0008 \|a olr-frei
995			\|2 30 \|1 01 \|x 0104 \|a OLR-OAB
995			\|2 31 \|1 01 \|x 0027 \|a OLR-DOAB
995			\|2 39 \|1 01 \|x 0547 \|a OLR-ZDB-94-OAB
995			\|2 39 \|1 01 \|x 0547 \|a LF
995			\|2 40 \|1 01 \|x 0007 \|a OLR-DOAB
995			\|2 60 \|1 01 \|x 0705 \|a OPENAccess
995			\|2 63 \|1 01 \|x 3401 \|a E-Books LF GBV-DOAB
995			\|2 65 \|1 01 \|x 0003 \|a OLR-DOAB
995			\|2 70 \|1 01 \|x 0089 \|a OLR-DOAB-OA
995			\|2 72 \|1 01 \|x 0035 \|a OLR-ZDB-94-OAB
995			\|2 90 \|1 01 \|x 3090 \|a OLR-HILoapen
995			\|2 91 \|1 01 \|x 3091 \|a OLR-DOAB
995			\|2 92 \|1 01 \|x 0033 \|a OLR-Open Access DOAB
995			\|2 95 \|1 01 \|x 3095 \|a OLR-OAB
995			\|2 105 \|1 01 \|x 0841 \|a OLR-OAB
995			\|2 110 \|1 01 \|x 3110 \|a OLR-DOAB
995			\|2 130 \|1 01 \|x 0700 \|a OLR-DOAB
995			\|2 131 \|1 01 \|x 3131 \|a OLR-OA-DOAB
995			\|2 132 \|1 01 \|x 0959 \|a OLR-OAB
995			\|2 136 \|1 01 \|x 3526 \|a OLR-DOAB
995			\|2 147 \|1 01 \|x 3528 \|a OLR-DOAB
995			\|2 161 \|1 01 \|x 0960 \|a OLR-DOAB
995			\|2 213 \|1 01 \|x 0551 \|a OLR-DOAB
995			\|2 230 \|1 01 \|x 0552 \|a OLR-DOAB
995			\|2 285 \|1 01 \|x 0517 \|a OLR-DOAB
995			\|2 293 \|1 01 \|x 3293 \|a OLR-DOAB
995			\|2 370 \|1 01 \|x 4370 \|a OLR-FREE
995			\|2 370 \|1 01 \|x 4370 \|a olr-ebook ZDB-94-OAB
995			\|2 635 \|1 01 \|x 3635 \|a OLR-DOAB
995			\|2 808 \|1 01 \|x 4808 \|a OLR-DOAB

Indexfelder

author_variant	y c yc z s d zs zsd f p fp
matchkey_str	book:9791221501063:2023----
oclc_num	1407834036
hierarchy_sort_str	2023
publishDate	2023
allfields	9791221501063 979-12-215-0106-3 20.500.12854/112090 hdl (DE-627)186916427X (DE-599)KEP096793449 (OCoLC)1407834036 (EBP)096793449 (DOAB)112090 DE-627 ger DE-627 rda und J bicssc Calleo, Yuri verfasserin aut Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios Florence Firenze University Press, Genova University Press 2023 1 Online-Ressource (6 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Proceedings e report Open Access Unrestricted online access star The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas Creative Commons https://creativecommons.org/licenses/by/4.0 cc English Society & social sciences Di Zio, Simone verfasserin aut Pilla, Francesco verfasserin aut https://directory.doabooks.org/handle/20.500.12854/112090 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4420504781 00 5:LIZFREI --%%-- --%%-- --%%-- k 28-11-23 20 01 0084 4421085146 OLR-DOAB z 29-11-23 22 01 0018 4420718528 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 29-11-23 23 01 0830 4421000884 olr-doab f z 29-11-23 24 01 0008 4421193925 OLR-doab z 29-11-23 30 01 0104 4421112291 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 29-11-23 31 01 0027 4420830085 OLR-DOAB z 29-11-23 39 01 0547 4421139521 OLR-ZDB-94-OAB ke 29-11-23 40 01 0007 4420610247 OLR-DOAB xsn 28-11-23 60 01 0705 4420148594 OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 28-11-23 63 01 3401 4421302570 E-Books LF GBV-DOAB z 29-11-23 65 01 0003 442132972X OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 29-11-23 70 01 0089 4420922834 OLR-DOAB-OA DOAB Directory of Open Access Books z 29-11-23 72 01 0035 4419905999 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 28-11-23 90 01 3090 4421166758 OLR-HILoapen z 29-11-23 91 01 3091 4419961864 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 92 01 0033 4420307676 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 28-11-23 95 01 3095 4419933739 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 28-11-23 105 01 0841 4421384046 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 29-11-23 110 01 3110 4421221031 OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Open Access z 29-11-23 130 01 0700 4421248207 OLR-DOAB z 29-11-23 131 01 3131 4466160473 OLR-OA-DOAB Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 23-01-24 132 01 0959 4419878754 OLR-OAB Open Access x 28-11-23 136 01 3526 442022570X OLR-DOAB z 28-11-23 147 01 3528 4421356905 OLR-DOAB frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 29-11-23 161 01 0960 4419824123 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 213 01 0551 4420024089 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 230 01 0552 4420087943 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 283 01 3283 4420392819 Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 28-11-23 285 01 0517 4421275387 OLR-DOAB z 29-11-23 293 01 3293 4419851392 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 370 01 4370 4419990325 OLR-FREE Kostenloser Zugriff z 28-11-23 635 01 3635 4510952996 OLR-DOAB Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 11-04-24 808 01 4808 4421057975 OLR-DOAB DOAB Directory of Open Access Books zg 29-11-23 2011 01 DE-16 4402653363 00 --%%-- --%%-- --%%-- --%%-- l01 06-11-23 2014 01 DE-90 4402793149 00 --%%-- --%%-- --%%-- --%%-- l01 06-11-23 2018 01 DE-31 4402653371 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 06-11-23 2034 01 DE-Rt2 440265338X 00 --%%-- eBook n n frei zugänglich l01 06-11-23 2037 01 DE-747 4402653398 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 06-11-23 2050 01 DE-Zi4 4402793157 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 06-11-23 2108 01 DE-991 4402653401 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 06-11-23 2403 01 DE-LFER 4402793165 00 --%%-- --%%-- n --%%-- l01 06-11-23 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/112090 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/112090 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/112090 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/112090 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/112090 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/112090 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/112090 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/112090 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/112090 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/112090 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/112090 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/112090 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/112090 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/112090 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/112090 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/112090 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/112090 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/112090 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/112090 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/112090 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/112090 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/112090 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/112090 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/112090 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/112090 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/112090 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/112090 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/112090 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/112090 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/112090 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/112090 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/112090 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/112090 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/112090 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB
spelling	9791221501063 979-12-215-0106-3 20.500.12854/112090 hdl (DE-627)186916427X (DE-599)KEP096793449 (OCoLC)1407834036 (EBP)096793449 (DOAB)112090 DE-627 ger DE-627 rda und J bicssc Calleo, Yuri verfasserin aut Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios Florence Firenze University Press, Genova University Press 2023 1 Online-Ressource (6 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Proceedings e report Open Access Unrestricted online access star The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas Creative Commons https://creativecommons.org/licenses/by/4.0 cc English Society & social sciences Di Zio, Simone verfasserin aut Pilla, Francesco verfasserin aut https://directory.doabooks.org/handle/20.500.12854/112090 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4420504781 00 5:LIZFREI --%%-- --%%-- --%%-- k 28-11-23 20 01 0084 4421085146 OLR-DOAB z 29-11-23 22 01 0018 4420718528 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 29-11-23 23 01 0830 4421000884 olr-doab f z 29-11-23 24 01 0008 4421193925 OLR-doab z 29-11-23 30 01 0104 4421112291 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 29-11-23 31 01 0027 4420830085 OLR-DOAB z 29-11-23 39 01 0547 4421139521 OLR-ZDB-94-OAB ke 29-11-23 40 01 0007 4420610247 OLR-DOAB xsn 28-11-23 60 01 0705 4420148594 OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 28-11-23 63 01 3401 4421302570 E-Books LF GBV-DOAB z 29-11-23 65 01 0003 442132972X OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 29-11-23 70 01 0089 4420922834 OLR-DOAB-OA DOAB Directory of Open Access Books z 29-11-23 72 01 0035 4419905999 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 28-11-23 90 01 3090 4421166758 OLR-HILoapen z 29-11-23 91 01 3091 4419961864 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 92 01 0033 4420307676 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 28-11-23 95 01 3095 4419933739 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 28-11-23 105 01 0841 4421384046 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 29-11-23 110 01 3110 4421221031 OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Open Access z 29-11-23 130 01 0700 4421248207 OLR-DOAB z 29-11-23 131 01 3131 4466160473 OLR-OA-DOAB Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 23-01-24 132 01 0959 4419878754 OLR-OAB Open Access x 28-11-23 136 01 3526 442022570X OLR-DOAB z 28-11-23 147 01 3528 4421356905 OLR-DOAB frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 29-11-23 161 01 0960 4419824123 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 213 01 0551 4420024089 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 230 01 0552 4420087943 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 283 01 3283 4420392819 Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 28-11-23 285 01 0517 4421275387 OLR-DOAB z 29-11-23 293 01 3293 4419851392 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 370 01 4370 4419990325 OLR-FREE Kostenloser Zugriff z 28-11-23 635 01 3635 4510952996 OLR-DOAB Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 11-04-24 808 01 4808 4421057975 OLR-DOAB DOAB Directory of Open Access Books zg 29-11-23 2011 01 DE-16 4402653363 00 --%%-- --%%-- --%%-- --%%-- l01 06-11-23 2014 01 DE-90 4402793149 00 --%%-- --%%-- --%%-- --%%-- l01 06-11-23 2018 01 DE-31 4402653371 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 06-11-23 2034 01 DE-Rt2 440265338X 00 --%%-- eBook n n frei zugänglich l01 06-11-23 2037 01 DE-747 4402653398 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 06-11-23 2050 01 DE-Zi4 4402793157 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 06-11-23 2108 01 DE-991 4402653401 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 06-11-23 2403 01 DE-LFER 4402793165 00 --%%-- --%%-- n --%%-- l01 06-11-23 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/112090 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/112090 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/112090 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/112090 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/112090 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/112090 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/112090 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/112090 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/112090 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/112090 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/112090 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/112090 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/112090 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/112090 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/112090 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/112090 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/112090 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/112090 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/112090 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/112090 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/112090 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/112090 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/112090 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/112090 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/112090 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/112090 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/112090 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/112090 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/112090 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/112090 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/112090 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/112090 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/112090 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/112090 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB
allfields_unstemmed	9791221501063 979-12-215-0106-3 20.500.12854/112090 hdl (DE-627)186916427X (DE-599)KEP096793449 (OCoLC)1407834036 (EBP)096793449 (DOAB)112090 DE-627 ger DE-627 rda und J bicssc Calleo, Yuri verfasserin aut Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios Florence Firenze University Press, Genova University Press 2023 1 Online-Ressource (6 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Proceedings e report Open Access Unrestricted online access star The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas Creative Commons https://creativecommons.org/licenses/by/4.0 cc English Society & social sciences Di Zio, Simone verfasserin aut Pilla, Francesco verfasserin aut https://directory.doabooks.org/handle/20.500.12854/112090 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4420504781 00 5:LIZFREI --%%-- --%%-- --%%-- k 28-11-23 20 01 0084 4421085146 OLR-DOAB z 29-11-23 22 01 0018 4420718528 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 29-11-23 23 01 0830 4421000884 olr-doab f z 29-11-23 24 01 0008 4421193925 OLR-doab z 29-11-23 30 01 0104 4421112291 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 29-11-23 31 01 0027 4420830085 OLR-DOAB z 29-11-23 39 01 0547 4421139521 OLR-ZDB-94-OAB ke 29-11-23 40 01 0007 4420610247 OLR-DOAB xsn 28-11-23 60 01 0705 4420148594 OPENAccess Vervielfältigungen (z.B. 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Open Access z 29-11-23 130 01 0700 4421248207 OLR-DOAB z 29-11-23 131 01 3131 4466160473 OLR-OA-DOAB Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 23-01-24 132 01 0959 4419878754 OLR-OAB Open Access x 28-11-23 136 01 3526 442022570X OLR-DOAB z 28-11-23 147 01 3528 4421356905 OLR-DOAB frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 29-11-23 161 01 0960 4419824123 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 213 01 0551 4420024089 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 230 01 0552 4420087943 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 283 01 3283 4420392819 Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 28-11-23 285 01 0517 4421275387 OLR-DOAB z 29-11-23 293 01 3293 4419851392 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 370 01 4370 4419990325 OLR-FREE Kostenloser Zugriff z 28-11-23 635 01 3635 4510952996 OLR-DOAB Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 11-04-24 808 01 4808 4421057975 OLR-DOAB DOAB Directory of Open Access Books zg 29-11-23 2011 01 DE-16 4402653363 00 --%%-- --%%-- --%%-- --%%-- l01 06-11-23 2014 01 DE-90 4402793149 00 --%%-- --%%-- --%%-- --%%-- l01 06-11-23 2018 01 DE-31 4402653371 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 06-11-23 2034 01 DE-Rt2 440265338X 00 --%%-- eBook n n frei zugänglich l01 06-11-23 2037 01 DE-747 4402653398 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 06-11-23 2050 01 DE-Zi4 4402793157 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 06-11-23 2108 01 DE-991 4402653401 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 06-11-23 2403 01 DE-LFER 4402793165 00 --%%-- --%%-- n --%%-- l01 06-11-23 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/112090 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/112090 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/112090 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/112090 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/112090 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/112090 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/112090 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/112090 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/112090 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/112090 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/112090 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/112090 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/112090 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/112090 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/112090 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/112090 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/112090 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/112090 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/112090 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/112090 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/112090 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/112090 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/112090 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/112090 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/112090 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/112090 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/112090 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/112090 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/112090 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/112090 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/112090 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/112090 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/112090 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/112090 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB
allfieldsGer	9791221501063 979-12-215-0106-3 20.500.12854/112090 hdl (DE-627)186916427X (DE-599)KEP096793449 (OCoLC)1407834036 (EBP)096793449 (DOAB)112090 DE-627 ger DE-627 rda und J bicssc Calleo, Yuri verfasserin aut Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios Florence Firenze University Press, Genova University Press 2023 1 Online-Ressource (6 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Proceedings e report Open Access Unrestricted online access star The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas Creative Commons https://creativecommons.org/licenses/by/4.0 cc English Society & social sciences Di Zio, Simone verfasserin aut Pilla, Francesco verfasserin aut https://directory.doabooks.org/handle/20.500.12854/112090 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4420504781 00 5:LIZFREI --%%-- --%%-- --%%-- k 28-11-23 20 01 0084 4421085146 OLR-DOAB z 29-11-23 22 01 0018 4420718528 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 29-11-23 23 01 0830 4421000884 olr-doab f z 29-11-23 24 01 0008 4421193925 OLR-doab z 29-11-23 30 01 0104 4421112291 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 29-11-23 31 01 0027 4420830085 OLR-DOAB z 29-11-23 39 01 0547 4421139521 OLR-ZDB-94-OAB ke 29-11-23 40 01 0007 4420610247 OLR-DOAB xsn 28-11-23 60 01 0705 4420148594 OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 28-11-23 63 01 3401 4421302570 E-Books LF GBV-DOAB z 29-11-23 65 01 0003 442132972X OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 29-11-23 70 01 0089 4420922834 OLR-DOAB-OA DOAB Directory of Open Access Books z 29-11-23 72 01 0035 4419905999 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 28-11-23 90 01 3090 4421166758 OLR-HILoapen z 29-11-23 91 01 3091 4419961864 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 92 01 0033 4420307676 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 28-11-23 95 01 3095 4419933739 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 28-11-23 105 01 0841 4421384046 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 29-11-23 110 01 3110 4421221031 OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Open Access z 29-11-23 130 01 0700 4421248207 OLR-DOAB z 29-11-23 131 01 3131 4466160473 OLR-OA-DOAB Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 23-01-24 132 01 0959 4419878754 OLR-OAB Open Access x 28-11-23 136 01 3526 442022570X OLR-DOAB z 28-11-23 147 01 3528 4421356905 OLR-DOAB frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 29-11-23 161 01 0960 4419824123 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 213 01 0551 4420024089 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 230 01 0552 4420087943 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 283 01 3283 4420392819 Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 28-11-23 285 01 0517 4421275387 OLR-DOAB z 29-11-23 293 01 3293 4419851392 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 370 01 4370 4419990325 OLR-FREE Kostenloser Zugriff z 28-11-23 635 01 3635 4510952996 OLR-DOAB Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 11-04-24 808 01 4808 4421057975 OLR-DOAB DOAB Directory of Open Access Books zg 29-11-23 2011 01 DE-16 4402653363 00 --%%-- --%%-- --%%-- --%%-- l01 06-11-23 2014 01 DE-90 4402793149 00 --%%-- --%%-- --%%-- --%%-- l01 06-11-23 2018 01 DE-31 4402653371 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 06-11-23 2034 01 DE-Rt2 440265338X 00 --%%-- eBook n n frei zugänglich l01 06-11-23 2037 01 DE-747 4402653398 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 06-11-23 2050 01 DE-Zi4 4402793157 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 06-11-23 2108 01 DE-991 4402653401 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 06-11-23 2403 01 DE-LFER 4402793165 00 --%%-- --%%-- n --%%-- l01 06-11-23 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/112090 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/112090 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/112090 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/112090 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/112090 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/112090 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/112090 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/112090 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/112090 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/112090 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/112090 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/112090 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/112090 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/112090 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/112090 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/112090 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/112090 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/112090 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/112090 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/112090 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/112090 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/112090 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/112090 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/112090 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/112090 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/112090 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/112090 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/112090 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/112090 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/112090 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/112090 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/112090 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/112090 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/112090 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/112090 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB
allfieldsSound	9791221501063 979-12-215-0106-3 20.500.12854/112090 hdl (DE-627)186916427X (DE-599)KEP096793449 (OCoLC)1407834036 (EBP)096793449 (DOAB)112090 DE-627 ger DE-627 rda und J bicssc Calleo, Yuri verfasserin aut Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios Florence Firenze University Press, Genova University Press 2023 1 Online-Ressource (6 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Proceedings e report Open Access Unrestricted online access star The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas Creative Commons https://creativecommons.org/licenses/by/4.0 cc English Society & social sciences Di Zio, Simone verfasserin aut Pilla, Francesco verfasserin aut https://directory.doabooks.org/handle/20.500.12854/112090 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4420504781 00 5:LIZFREI --%%-- --%%-- --%%-- k 28-11-23 20 01 0084 4421085146 OLR-DOAB z 29-11-23 22 01 0018 4420718528 OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 29-11-23 23 01 0830 4421000884 olr-doab f z 29-11-23 24 01 0008 4421193925 OLR-doab z 29-11-23 30 01 0104 4421112291 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 29-11-23 31 01 0027 4420830085 OLR-DOAB z 29-11-23 39 01 0547 4421139521 OLR-ZDB-94-OAB ke 29-11-23 40 01 0007 4420610247 OLR-DOAB xsn 28-11-23 60 01 0705 4420148594 OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 28-11-23 63 01 3401 4421302570 E-Books LF GBV-DOAB z 29-11-23 65 01 0003 442132972X OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 29-11-23 70 01 0089 4420922834 OLR-DOAB-OA DOAB Directory of Open Access Books z 29-11-23 72 01 0035 4419905999 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 28-11-23 90 01 3090 4421166758 OLR-HILoapen z 29-11-23 91 01 3091 4419961864 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 92 01 0033 4420307676 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 28-11-23 95 01 3095 4419933739 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 28-11-23 105 01 0841 4421384046 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 29-11-23 110 01 3110 4421221031 OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Open Access z 29-11-23 130 01 0700 4421248207 OLR-DOAB z 29-11-23 131 01 3131 4466160473 OLR-OA-DOAB Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 23-01-24 132 01 0959 4419878754 OLR-OAB Open Access x 28-11-23 136 01 3526 442022570X OLR-DOAB z 28-11-23 147 01 3528 4421356905 OLR-DOAB frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 29-11-23 161 01 0960 4419824123 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 213 01 0551 4420024089 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 230 01 0552 4420087943 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 283 01 3283 4420392819 Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 28-11-23 285 01 0517 4421275387 OLR-DOAB z 29-11-23 293 01 3293 4419851392 OLR-DOAB DOAB Directory of Open Access Books z 28-11-23 370 01 4370 4419990325 OLR-FREE Kostenloser Zugriff z 28-11-23 635 01 3635 4510952996 OLR-DOAB Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. 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During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). 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code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="b">4420718528</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zu</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="b">4421000884</subfield><subfield code="h">olr-doab</subfield><subfield code="u">f</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="b">4421193925</subfield><subfield code="h">OLR-doab</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="b">4421112291</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Open Access, Directory of Open Access Books (DOAB)</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="b">4420830085</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">39</subfield><subfield code="1">01</subfield><subfield code="x">0547</subfield><subfield code="b">4421139521</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="y">ke</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="b">4420610247</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">xsn</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="b">4420148594</subfield><subfield code="h">OPENAccess</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots.</subfield><subfield code="k">Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="b">4421302570</subfield><subfield code="h">E-Books LF GBV-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="b">442132972X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden!</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="b">4420922834</subfield><subfield code="h">OLR-DOAB-OA</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="b">4419905999</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield code="b">4421166758</subfield><subfield code="h">OLR-HILoapen</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">91</subfield><subfield code="1">01</subfield><subfield code="x">3091</subfield><subfield code="b">4419961864</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">92</subfield><subfield code="1">01</subfield><subfield code="x">0033</subfield><subfield code="b">4420307676</subfield><subfield code="h">OLR-Open Access DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich.</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">95</subfield><subfield code="1">01</subfield><subfield code="x">3095</subfield><subfield code="b">4419933739</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">105</subfield><subfield code="1">01</subfield><subfield code="x">0841</subfield><subfield code="b">4421384046</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">110</subfield><subfield code="1">01</subfield><subfield code="x">3110</subfield><subfield code="b">4421221031</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="k">Open Access</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">130</subfield><subfield code="1">01</subfield><subfield code="x">0700</subfield><subfield code="b">4421248207</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">131</subfield><subfield code="1">01</subfield><subfield code="x">3131</subfield><subfield code="b">4466160473</subfield><subfield code="h">OLR-OA-DOAB</subfield><subfield code="k">Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers.</subfield><subfield code="y">z</subfield><subfield code="z">23-01-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">132</subfield><subfield code="1">01</subfield><subfield code="x">0959</subfield><subfield code="b">4419878754</subfield><subfield code="h">OLR-OAB</subfield><subfield code="u">Open Access</subfield><subfield code="y">x</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">136</subfield><subfield code="1">01</subfield><subfield code="x">3526</subfield><subfield code="b">442022570X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">147</subfield><subfield code="1">01</subfield><subfield code="x">3528</subfield><subfield code="b">4421356905</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">161</subfield><subfield code="1">01</subfield><subfield code="x">0960</subfield><subfield code="b">4419824123</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">213</subfield><subfield code="1">01</subfield><subfield code="x">0551</subfield><subfield code="b">4420024089</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">230</subfield><subfield code="1">01</subfield><subfield code="x">0552</subfield><subfield code="b">4420087943</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">283</subfield><subfield code="1">01</subfield><subfield code="x">3283</subfield><subfield code="b">4420392819</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">285</subfield><subfield code="1">01</subfield><subfield code="x">0517</subfield><subfield code="b">4421275387</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">293</subfield><subfield code="1">01</subfield><subfield code="x">3293</subfield><subfield code="b">4419851392</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">370</subfield><subfield code="1">01</subfield><subfield code="x">4370</subfield><subfield code="b">4419990325</subfield><subfield code="h">OLR-FREE</subfield><subfield code="k">Kostenloser Zugriff</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">635</subfield><subfield code="1">01</subfield><subfield code="x">3635</subfield><subfield code="b">4510952996</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">11-04-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">808</subfield><subfield code="1">01</subfield><subfield code="x">4808</subfield><subfield code="b">4421057975</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zg</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2011</subfield><subfield code="1">01</subfield><subfield code="x">DE-16</subfield><subfield code="b">4402653363</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2014</subfield><subfield code="1">01</subfield><subfield code="x">DE-90</subfield><subfield code="b">4402793149</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2018</subfield><subfield code="1">01</subfield><subfield code="x">DE-31</subfield><subfield code="b">4402653371</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Der Zugriff ist kostenfrei möglich.</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2034</subfield><subfield code="1">01</subfield><subfield code="x">DE-Rt2</subfield><subfield code="b">440265338X</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook</subfield><subfield code="e">n</subfield><subfield code="j">n</subfield><subfield code="k">frei zugänglich</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2037</subfield><subfield code="1">01</subfield><subfield code="x">DE-747</subfield><subfield code="b">4402653398</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook OAPEN Foundation OpenAccess</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Im Internet frei verfügbar</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2050</subfield><subfield code="1">01</subfield><subfield code="x">DE-Zi4</subfield><subfield code="b">4402793157</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Open Access</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2108</subfield><subfield code="1">01</subfield><subfield code="x">DE-991</subfield><subfield code="b">4402653401</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook DOAB</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Campuslizenz</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2403</subfield><subfield code="1">01</subfield><subfield code="x">DE-LFER</subfield><subfield code="b">4402793165</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">n</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">20</subfield><subfield code="1">01</subfield><subfield code="x">0084</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="y">Volltextzugang</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield 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topic_title	31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios Society & social sciences
publisher	Firenze University Press, Genova University Press
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title	Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios
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title_full	Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios
author_sort	Calleo, Yuri
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title_sort	chapter a natural language processing approach to measure expertise in the delphi-based scenarios
title_auth	Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios
abstract	The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas
abstractGer	The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas
abstract_unstemmed	The Delphi-based scenarios (DBS) development implies the assumption of different choices, through the gathering of information and the assessment of alternative resolutions (Panpatte and Takale, 2019). During the last decades, the spread of environmental hazards has increased quickly, much to request different responses in order to develop a sustainable future for humanity planning the present (McMichael and Lindgren, 2011). Since the DBS is a creative process (Nowack et al., 2011), different figures are selected to make choices, including academics, stakeholders and citizens. However, one of the main challenges remains the measurement of expertise, in fact, during the process, the experts should be assessed based on their competences in order to avoid any conflict in the final results and, eventually, weigh their answers. In recent years, some contributions adopted the self-assessments for the experts’ evaluation (Sossa et al., 2019), but many issues still remain (such as strong subjectivity and cognitive biases which produce over or underestimation). We develop a new method to estimate the expertise by using Natural Language Processing to acquire information, extracting the contributions of experts in each topic. First, starting from a draft list of selected experts, we identify the category of reference (e.g., academia, industry, local authority, citizens etc.). We build a data repository with the personal pages (URLs) of each expert to then use Python to extract from the URLs, the number of contributions related to a keyword, different for each category (e.g., publications for academics, reports and projects for stakeholders etc.). Finally, we proceed adopting a coefficient of production with a weighted sum of the results. To practically demonstrate our approach, we applied this method to a cohort of known experts, part of the “Smart control of the climate resilience” (SCORE) H2020 European project to estimate their expertise in specific areas
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title_short	Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios
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code="y">ke</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="b">4420610247</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">xsn</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="b">4420148594</subfield><subfield code="h">OPENAccess</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots.</subfield><subfield code="k">Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="b">4421302570</subfield><subfield code="h">E-Books LF GBV-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="b">442132972X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden!</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="b">4420922834</subfield><subfield code="h">OLR-DOAB-OA</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="b">4419905999</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield code="b">4421166758</subfield><subfield code="h">OLR-HILoapen</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">91</subfield><subfield code="1">01</subfield><subfield code="x">3091</subfield><subfield code="b">4419961864</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">92</subfield><subfield code="1">01</subfield><subfield code="x">0033</subfield><subfield code="b">4420307676</subfield><subfield code="h">OLR-Open Access DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich.</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">95</subfield><subfield code="1">01</subfield><subfield code="x">3095</subfield><subfield code="b">4419933739</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">105</subfield><subfield code="1">01</subfield><subfield code="x">0841</subfield><subfield code="b">4421384046</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">110</subfield><subfield code="1">01</subfield><subfield code="x">3110</subfield><subfield code="b">4421221031</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="k">Open Access</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">130</subfield><subfield code="1">01</subfield><subfield code="x">0700</subfield><subfield code="b">4421248207</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">131</subfield><subfield code="1">01</subfield><subfield code="x">3131</subfield><subfield code="b">4466160473</subfield><subfield code="h">OLR-OA-DOAB</subfield><subfield code="k">Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers.</subfield><subfield code="y">z</subfield><subfield code="z">23-01-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">132</subfield><subfield code="1">01</subfield><subfield code="x">0959</subfield><subfield code="b">4419878754</subfield><subfield code="h">OLR-OAB</subfield><subfield code="u">Open Access</subfield><subfield code="y">x</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">136</subfield><subfield code="1">01</subfield><subfield code="x">3526</subfield><subfield code="b">442022570X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">147</subfield><subfield code="1">01</subfield><subfield code="x">3528</subfield><subfield code="b">4421356905</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">161</subfield><subfield code="1">01</subfield><subfield code="x">0960</subfield><subfield code="b">4419824123</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">213</subfield><subfield code="1">01</subfield><subfield code="x">0551</subfield><subfield code="b">4420024089</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">230</subfield><subfield code="1">01</subfield><subfield code="x">0552</subfield><subfield code="b">4420087943</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">283</subfield><subfield code="1">01</subfield><subfield code="x">3283</subfield><subfield code="b">4420392819</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">285</subfield><subfield code="1">01</subfield><subfield code="x">0517</subfield><subfield code="b">4421275387</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">293</subfield><subfield code="1">01</subfield><subfield code="x">3293</subfield><subfield code="b">4419851392</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">370</subfield><subfield code="1">01</subfield><subfield code="x">4370</subfield><subfield code="b">4419990325</subfield><subfield code="h">OLR-FREE</subfield><subfield code="k">Kostenloser Zugriff</subfield><subfield code="y">z</subfield><subfield code="z">28-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">635</subfield><subfield code="1">01</subfield><subfield code="x">3635</subfield><subfield code="b">4510952996</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">11-04-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">808</subfield><subfield code="1">01</subfield><subfield code="x">4808</subfield><subfield code="b">4421057975</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zg</subfield><subfield code="z">29-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2011</subfield><subfield code="1">01</subfield><subfield code="x">DE-16</subfield><subfield code="b">4402653363</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2014</subfield><subfield code="1">01</subfield><subfield code="x">DE-90</subfield><subfield code="b">4402793149</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2018</subfield><subfield code="1">01</subfield><subfield code="x">DE-31</subfield><subfield code="b">4402653371</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Der Zugriff ist kostenfrei möglich.</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2034</subfield><subfield code="1">01</subfield><subfield code="x">DE-Rt2</subfield><subfield code="b">440265338X</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook</subfield><subfield code="e">n</subfield><subfield code="j">n</subfield><subfield code="k">frei zugänglich</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2037</subfield><subfield code="1">01</subfield><subfield code="x">DE-747</subfield><subfield code="b">4402653398</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook OAPEN Foundation OpenAccess</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Im Internet frei verfügbar</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2050</subfield><subfield code="1">01</subfield><subfield code="x">DE-Zi4</subfield><subfield code="b">4402793157</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Open Access</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2108</subfield><subfield code="1">01</subfield><subfield code="x">DE-991</subfield><subfield code="b">4402653401</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook DOAB</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Campuslizenz</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2403</subfield><subfield code="1">01</subfield><subfield code="x">DE-LFER</subfield><subfield code="b">4402793165</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">n</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">06-11-23</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">20</subfield><subfield code="1">01</subfield><subfield code="x">0084</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="y">Volltextzugang</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="y">Volltext, Open Access</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="y">E-Book</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="y">Open Access</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="y">Dieser Titel ist Teil einer Datenbank</subfield><subfield code="r">http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/112090</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield 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Chapter A Natural Language Processing approach to measure expertise in the Delphi-based scenarios

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