{"id":"https://openalex.org/W4406928531","doi":"https://doi.org/10.1007/s43681-026-01084-5","title":"Scenario-based sociotechnical envisioning (SSE): an approach to enhance systemic risk assessments","display_name":"Scenario-based sociotechnical envisioning (SSE): an approach to enhance systemic risk assessments","publication_year":2026,"publication_date":"2026-04-22","ids":{"openalex":"https://openalex.org/W4406928531","doi":"https://doi.org/10.1007/s43681-026-01084-5"},"language":"en","primary_location":{"id":"doi:10.1007/s43681-026-01084-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43681-026-01084-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01084-5.pdf","source":{"id":"https://openalex.org/S4210170699","display_name":"AI and Ethics","issn_l":"2730-5953","issn":["2730-5953","2730-5961"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI and Ethics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01084-5.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032063589","display_name":"Kimon Kieslich","orcid":"https://orcid.org/0000-0002-6305-2997"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Kimon Kieslich","raw_affiliation_strings":["Institute for Information Law, University of Amsterdam, Amsterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Law, University of Amsterdam, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053437341","display_name":"Natali Helberger","orcid":"https://orcid.org/0000-0003-1652-0580"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Natali Helberger","raw_affiliation_strings":["Institute for Information Law, University of Amsterdam, Amsterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Law, University of Amsterdam, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079222963","display_name":"Nicholas Diakopoulos","orcid":"https://orcid.org/0000-0001-5005-6123"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicholas Diakopoulos","raw_affiliation_strings":["Northwestern University, Evanston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University, Evanston, USA","institution_ids":["https://openalex.org/I111979921"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5032063589"],"corresponding_institution_ids":["https://openalex.org/I887064364"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":8.6768,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.93448192,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"6","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.8726000189781189,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.8726000189781189,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.857200026512146,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12000","display_name":"Systems Engineering Methodologies and Applications","score":0.8500000238418579,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sociotechnical-system","display_name":"Sociotechnical system","score":0.9618830680847168},{"id":"https://openalex.org/keywords/systemic-risk","display_name":"Systemic risk","score":0.7367348074913025},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.5173056125640869},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4742680788040161},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3364219665527344},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.2798963189125061},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.14866074919700623}],"concepts":[{"id":"https://openalex.org/C127627568","wikidata":"https://www.wikidata.org/wiki/Q1639361","display_name":"Sociotechnical system","level":2,"score":0.9618830680847168},{"id":"https://openalex.org/C144587487","wikidata":"https://www.wikidata.org/wiki/Q1369234","display_name":"Systemic risk","level":3,"score":0.7367348074913025},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.5173056125640869},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4742680788040161},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3364219665527344},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2798963189125061},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.14866074919700623},{"id":"https://openalex.org/C2778300220","wikidata":"https://www.wikidata.org/wiki/Q114380","display_name":"Financial crisis","level":2,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s43681-026-01084-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43681-026-01084-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01084-5.pdf","source":{"id":"https://openalex.org/S4210170699","display_name":"AI and Ethics","issn_l":"2730-5953","issn":["2730-5953","2730-5961"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI and Ethics","raw_type":"journal-article"},{"id":"doi:10.31235/osf.io/ertsj_v1","is_oa":false,"landing_page_url":"https://doi.org/10.31235/osf.io/ertsj_v1","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"doi:10.31235/osf.io/ertsj_v2","is_oa":false,"landing_page_url":"https://doi.org/10.31235/osf.io/ertsj_v2","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.1007/s43681-026-01084-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43681-026-01084-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01084-5.pdf","source":{"id":"https://openalex.org/S4210170699","display_name":"AI and Ethics","issn_l":"2730-5953","issn":["2730-5953","2730-5961"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI and Ethics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406928531.pdf","grobid_xml":"https://content.openalex.org/works/W4406928531.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1515587369","https://openalex.org/W1976634262","https://openalex.org/W2000187890","https://openalex.org/W2012922436","https://openalex.org/W2036041504","https://openalex.org/W2102992776","https://openalex.org/W2116090915","https://openalex.org/W2128217744","https://openalex.org/W2261133658","https://openalex.org/W2574394783","https://openalex.org/W2757072513","https://openalex.org/W2899367046","https://openalex.org/W2985011762","https://openalex.org/W2985543011","https://openalex.org/W2996844041","https://openalex.org/W3009613839","https://openalex.org/W3094052698","https://openalex.org/W3134214835","https://openalex.org/W3135573933","https://openalex.org/W3157120784","https://openalex.org/W3178095897","https://openalex.org/W3180750463","https://openalex.org/W3183586799","https://openalex.org/W3187486430","https://openalex.org/W3206054053","https://openalex.org/W4210566925","https://openalex.org/W4211217702","https://openalex.org/W4220699706","https://openalex.org/W4225256467","https://openalex.org/W4281606481","https://openalex.org/W4296405185","https://openalex.org/W4300886695","https://openalex.org/W4360856932","https://openalex.org/W4367182096","https://openalex.org/W4386242317","https://openalex.org/W4386249234","https://openalex.org/W4387587730","https://openalex.org/W4388007985","https://openalex.org/W4390936146","https://openalex.org/W4394803801","https://openalex.org/W4396661157","https://openalex.org/W4396863502","https://openalex.org/W4398161854","https://openalex.org/W4399049578","https://openalex.org/W4399353374","https://openalex.org/W4399943246","https://openalex.org/W4400063861","https://openalex.org/W4401798928","https://openalex.org/W4404518367","https://openalex.org/W4404824525","https://openalex.org/W4405616447","https://openalex.org/W4411541975","https://openalex.org/W4415230030","https://openalex.org/W4415230119","https://openalex.org/W6885122045","https://openalex.org/W7105009252","https://openalex.org/W7128642486","https://openalex.org/W7133186829"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1980714815","https://openalex.org/W3133630643","https://openalex.org/W608490485","https://openalex.org/W2481729736","https://openalex.org/W4389636114","https://openalex.org/W2236208621","https://openalex.org/W2967475239"],"abstract_inverted_index":{"Abstract":[0],"Regulators":[1],"and":[2,16,56,69,90,97,117,120,138,151,154,204,224,232,253],"policy":[3,136,230],"makers":[4,231],"around":[5],"the":[6,14,28,31,43,54,80,91,102,123,139,156,195],"world":[7],"have":[8,159],"endorsed":[9],"risk-based":[10,59],"approaches":[11,61,119,128,146],"for":[12,160,228],"governing":[13],"challenges":[15],"opportunities":[17],"from":[18,30],"Artificial":[19],"Intelligence":[20],"(AI).":[21],"In":[22,104],"theory,":[23],"these":[24,257],"assessments":[25,189],"should":[26],"protect":[27],"public":[29],"harmful":[32],"impacts":[33,161,211],"of":[34,45,58,101,194,209,217],"AI,":[35],"thus":[36],"safeguarding":[37],"important":[38],"societal":[39,70],"values":[40],"such":[41],"as":[42,49,238],"realization":[44],"fundamental":[46],"rights.":[47],"However,":[48],"an":[50],"anticipatory":[51,145],"decision-making":[52],"tool,":[53],"success":[55],"legitimacy":[57],"regulatory":[60,118],"depend":[62],"critically":[63],"on":[64,134],"methods":[65,116],"that":[66,93,147,162],"help":[67],"policymakers":[68],"stakeholders":[71],"anticipate":[72,247],"how":[73,256],"AI":[74,200],"may":[75,88],"impact":[76],"a":[77,171,225],"diverse":[78],"citizenry,":[79],"many":[81],"different":[82],"ways":[83],"in":[84,113,144,198,207,241],"which":[85,199],"technological":[86],"change":[87],"unfold,":[89],"factors":[92],"lead":[94],"to":[95,125,129,142,175,235,250],"desirable":[96,99],"less":[98],"visions":[100],"future.":[103],"this":[105],"paper,":[106],"we":[107,169,220,246],"first":[108],"point":[109],"out":[110],"critical":[111],"flaws":[112],"existing":[114],"assessment":[115,243],"consequently":[121],"identify":[122],"need":[124],"complement":[126],"current":[127],"risk":[130],"assessment.":[131],"We":[132],"call":[133],"scholars,":[135],"makers,":[137],"technology":[140],"industry":[141],"engage":[143],"go":[148,163],"beyond":[149,164],"compliance":[150],"checklist":[152],"exercises":[153],"acknowledge":[155],"responsibility":[157],"they":[158,213],"what":[165],"is":[166],"known.":[167],"Second,":[168],"propose":[170],"concrete":[172,226],"empirical":[173],"approach":[174,252],"address":[176],"our":[177,218,251],"concerns:":[178],"Scenario-Based":[179],"Sociotechnical":[180],"Envisioning":[181],"(SSE).":[182],"By":[183],"using":[184],"SSE,":[185],"practitioners":[186],"can":[187,258],"make":[188],"more":[190,192,205],"inclusive,":[191],"aware":[193],"socio-technical":[196],"context":[197],"systems":[201],"are":[202],"deployed,":[203],"prospective":[206],"terms":[208],"identifying":[210],"before":[212],"occur.":[214],"As":[215],"part":[216],"article,":[219],"also":[221],"provide":[222],"examples":[223],"guidebook":[227],"scientists,":[229],"legislators":[233],"wishing":[234],"use":[236],"SSE":[237],"one":[239],"method":[240],"their":[242],"toolbox.":[244],"Third,":[245],"possible":[248],"objections":[249],"proactively":[254],"discuss":[255],"be":[259],"met.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
