{"id":"https://openalex.org/W4415056369","doi":"https://doi.org/10.1007/978-3-032-08317-3_10","title":"Predicting Satisfaction of\u00a0Counterfactual Explanations from\u00a0Human Ratings of\u00a0Explanatory Qualities","display_name":"Predicting Satisfaction of\u00a0Counterfactual Explanations from\u00a0Human Ratings of\u00a0Explanatory Qualities","publication_year":2025,"publication_date":"2025-10-11","ids":{"openalex":"https://openalex.org/W4415056369","doi":"https://doi.org/10.1007/978-3-032-08317-3_10"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-08317-3_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-08317-3_10","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-08317-3_10.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-08317-3_10.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007012338","display_name":"Marharyta Domnich","orcid":"https://orcid.org/0000-0001-5414-6089"},"institutions":[{"id":"https://openalex.org/I56085075","display_name":"University of Tartu","ror":"https://ror.org/03z77qz90","country_code":"EE","type":"education","lineage":["https://openalex.org/I56085075"]}],"countries":["EE"],"is_corresponding":true,"raw_author_name":"Marharyta Domnich","raw_affiliation_strings":["Institute of Computer Science, University of Tartu, Tartu, Estonia"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Tartu, Tartu, Estonia","institution_ids":["https://openalex.org/I56085075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114621415","display_name":"Rasmus Moorits Veski","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]},{"id":"https://openalex.org/I56085075","display_name":"University of Tartu","ror":"https://ror.org/03z77qz90","country_code":"EE","type":"education","lineage":["https://openalex.org/I56085075"]}],"countries":["CH","EE"],"is_corresponding":false,"raw_author_name":"Rasmus Moorits Veski","raw_affiliation_strings":["Institute of Computer Science, University of Tartu, Tartu, Estonia","\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Tartu, Tartu, Estonia","institution_ids":["https://openalex.org/I56085075"]},{"raw_affiliation_string":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114621414","display_name":"Julius V\u00e4lja","orcid":null},"institutions":[{"id":"https://openalex.org/I56085075","display_name":"University of Tartu","ror":"https://ror.org/03z77qz90","country_code":"EE","type":"education","lineage":["https://openalex.org/I56085075"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Julius V\u00e4lja","raw_affiliation_strings":["Institute of Computer Science, University of Tartu, Tartu, Estonia"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Tartu, Tartu, Estonia","institution_ids":["https://openalex.org/I56085075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081805722","display_name":"Kadi Tulver","orcid":"https://orcid.org/0000-0002-6263-4098"},"institutions":[{"id":"https://openalex.org/I56085075","display_name":"University of Tartu","ror":"https://ror.org/03z77qz90","country_code":"EE","type":"education","lineage":["https://openalex.org/I56085075"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Kadi Tulver","raw_affiliation_strings":["Institute of Computer Science, University of Tartu, Tartu, Estonia"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Tartu, Tartu, Estonia","institution_ids":["https://openalex.org/I56085075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056574222","display_name":"Ra\u00fal Vicente","orcid":"https://orcid.org/0000-0002-2497-0007"},"institutions":[{"id":"https://openalex.org/I56085075","display_name":"University of Tartu","ror":"https://ror.org/03z77qz90","country_code":"EE","type":"education","lineage":["https://openalex.org/I56085075"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Raul Vicente","raw_affiliation_strings":["Institute of Computer Science, University of Tartu, Tartu, Estonia"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Tartu, Tartu, Estonia","institution_ids":["https://openalex.org/I56085075"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5007012338"],"corresponding_institution_ids":["https://openalex.org/I56085075"],"apc_list":null,"apc_paid":null,"fwci":4.3354,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.95140493,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"210","last_page":"229"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.953499972820282,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9406999945640564,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.9487000107765198},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.5530999898910522},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5516999959945679},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5181000232696533},{"id":"https://openalex.org/keywords/explanatory-model","display_name":"Explanatory model","score":0.4578999876976013}],"concepts":[{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.9487000107765198},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5530999898910522},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5516999959945679},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5181000232696533},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4869999885559082},{"id":"https://openalex.org/C2778638050","wikidata":"https://www.wikidata.org/wiki/Q5421252","display_name":"Explanatory model","level":2,"score":0.4578999876976013},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4474000036716461},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.37779998779296875},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.34130001068115234},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32280001044273376},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3199000060558319},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.271699994802475},{"id":"https://openalex.org/C17231256","wikidata":"https://www.wikidata.org/wiki/Q5156540","display_name":"Completeness (order theory)","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.25450000166893005}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-08317-3_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-08317-3_10","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-08317-3_10.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-032-08317-3_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-08317-3_10","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-08317-3_10.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1653152820","display_name":null,"funder_award_id":"PRG1604","funder_id":"https://openalex.org/F4320321090","funder_display_name":"Eesti Teadusagentuur"},{"id":"https://openalex.org/G3514550006","display_name":null,"funder_award_id":"Centre","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4272660758","display_name":null,"funder_award_id":"952060","funder_id":"https://openalex.org/F4320321090","funder_display_name":"Eesti Teadusagentuur"},{"id":"https://openalex.org/G8051717526","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8318064016","display_name":null,"funder_award_id":"Horizon","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8925289741","display_name":null,"funder_award_id":"952060","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321090","display_name":"Eesti Teadusagentuur","ror":"https://ror.org/00jjeja18"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415056369.pdf","grobid_xml":"https://content.openalex.org/works/W4415056369.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W2593050976","https://openalex.org/W2891503716","https://openalex.org/W2945295328","https://openalex.org/W2963095307","https://openalex.org/W2966362896","https://openalex.org/W2984353433","https://openalex.org/W3104149808","https://openalex.org/W3156106752","https://openalex.org/W3193042250","https://openalex.org/W3194828395","https://openalex.org/W3202810143","https://openalex.org/W3209901185","https://openalex.org/W4225150645","https://openalex.org/W4226290207","https://openalex.org/W4243375681","https://openalex.org/W4360991218","https://openalex.org/W4361212982","https://openalex.org/W4395022468","https://openalex.org/W4396833700","https://openalex.org/W4399363137","https://openalex.org/W4400439155","https://openalex.org/W4409347473","https://openalex.org/W6917528192"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Counterfactual":[1],"explanations":[2,37,86,100,202],"are":[3,62,87],"a":[4,71,80,96,131,173,212],"widely":[5],"used":[6],"approach":[7],"in":[8,57,215],"Explainable":[9],"AI,":[10],"offering":[11],"actionable":[12],"insights":[13,239],"into":[14],"decision-making":[15],"by":[16,104],"illustrating":[17],"how":[18,216],"small":[19],"changes":[20,151],"to":[21,26,51,79,154,251,259],"input":[22],"data":[23],"can":[24],"lead":[25,78,153],"different":[27],"outcomes.":[28],"Despite":[29],"their":[30],"importance,":[31],"evaluating":[32],"the":[33,150,155,162,187,190,233,242,249],"quality":[34],"of":[35,83,98,133,142,165,186,192,244],"counterfactual":[36,99,246],"remains":[38],"an":[39],"open":[40],"problem.":[41],"Traditional":[42],"quantitative":[43],"metrics,":[44],"such":[45],"as":[46,130,161,172],"sparsity":[47],"or":[48,89,225],"proximity,":[49],"fail":[50],"fully":[52],"account":[53],"for":[54,235],"human":[55,106],"preferences":[56],"explanations,":[58],"while":[59],"user":[60,166,261],"studies":[61],"insightful":[63],"but":[64,114],"not":[65,77,110,204],"scalable.":[66],"Moreover,":[67],"relying":[68],"only":[69,111],"on":[70],"single":[72],"overall":[73,112,128],"satisfaction":[74,113,129],"rating":[75],"does":[76],"nuanced":[81],"understanding":[82],"why":[84],"certain":[85],"effective":[88],"not.":[90],"To":[91],"address":[92],"this,":[93],"we":[94,136],"analyze":[95],"dataset":[97],"that":[101,138,149],"were":[102],"evaluated":[103],"206":[105],"participants,":[107],"who":[108],"rated":[109],"also":[115,170],"seven":[116],"explanatory":[117,194,253],"criteria:":[118],"feasibility,":[119],"coherence,":[120],"complexity,":[121],"understandability,":[122],"completeness,":[123],"fairness,":[124,257],"and":[125,145,180,220,263],"trust.":[126],"Modeling":[127],"function":[132],"these":[134],"criteria,":[135],"find":[137],"feasibility":[139,179],"(the":[140,147],"actionability":[141],"suggested":[143],"changes)":[144],"trust":[146],"belief":[148],"would":[152],"desired":[156],"outcome)":[157],"consistently":[158],"stand":[159],"out":[160],"strongest":[163],"predictors":[164],"satisfaction,":[167],"though":[168],"completeness":[169],"emerges":[171],"meaningful":[174],"contributor.":[175],"Crucially,":[176],"even":[177],"excluding":[178],"trust,":[181],"other":[182],"metrics":[183],"explain":[184],"58%":[185],"variance,":[188],"highlighting":[189,232,248],"importance":[191],"additional":[193],"qualities.":[195],"Complexity":[196],"appears":[197],"independent,":[198],"suggesting":[199],"more":[200],"detailed":[201],"do":[203],"necessarily":[205],"reduce":[206],"satisfaction.":[207],"Strong":[208],"metric":[209],"correlations":[210],"imply":[211],"latent":[213],"structure":[214],"users":[217],"judge":[218],"quality,":[219],"demographic":[221],"background":[222],"(e.g.,":[223],"medical":[224],"ML":[226],"expertise)":[227],"significantly":[228],"affects":[229],"ranking":[230],"patterns,":[231],"need":[234,250],"context-specific":[236],"designs.":[237],"These":[238],"directly":[240],"inform":[241],"development":[243],"improved":[245],"algorithms,":[247],"tailor":[252],"qualities":[254],"(completeness,":[255],"consistency,":[256],"complexity)":[258],"diverse":[260],"expertise":[262],"specific":[264],"domain":[265],"contexts.":[266]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-11T00:00:00"}
