{"id":"https://openalex.org/W4360991255","doi":"https://doi.org/10.1145/3581641.3584080","title":"Supporting High-Uncertainty Decisions through AI and Logic-Style Explanations","display_name":"Supporting High-Uncertainty Decisions through AI and Logic-Style Explanations","publication_year":2023,"publication_date":"2023-03-27","ids":{"openalex":"https://openalex.org/W4360991255","doi":"https://doi.org/10.1145/3581641.3584080"},"language":"en","primary_location":{"id":"doi:10.1145/3581641.3584080","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581641.3584080","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584080","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584080","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103012277","display_name":"Federico Maria Cau","orcid":"https://orcid.org/0000-0002-8261-3200"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Federico Maria Cau","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Cagliari, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044773598","display_name":"Hanna Hauptmann","orcid":"https://orcid.org/0000-0002-6840-5341"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Hanna Hauptmann","raw_affiliation_strings":["Department of Information and Computing Sciences, Utrecht University, Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Information and Computing Sciences, Utrecht University, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082366736","display_name":"Lucio Davide Spano","orcid":"https://orcid.org/0000-0001-7106-0463"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lucio Davide Spano","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Cagliari, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102711776","display_name":"Nava Tintarev","orcid":"https://orcid.org/0000-0002-5007-5161"},"institutions":[{"id":"https://openalex.org/I34352273","display_name":"Maastricht University","ror":"https://ror.org/02jz4aj89","country_code":"NL","type":"education","lineage":["https://openalex.org/I34352273"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Nava Tintarev","raw_affiliation_strings":["Maastricht University, Netherlands"],"affiliations":[{"raw_affiliation_string":"Maastricht University, Netherlands","institution_ids":["https://openalex.org/I34352273"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103012277"],"corresponding_institution_ids":["https://openalex.org/I172446870"],"apc_list":null,"apc_paid":null,"fwci":4.8216,"has_fulltext":true,"cited_by_count":28,"citation_normalized_percentile":{"value":0.96000461,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"251","last_page":"263"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9995999932289124,"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":0.9995999932289124,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"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/T10315","display_name":"Decision-Making and Behavioral Economics","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/1800","display_name":"General Decision Sciences"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.7100570797920227},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6789238452911377},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5623788237571716},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5561211109161377},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.5303051471710205},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3715062141418457}],"concepts":[{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.7100570797920227},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6789238452911377},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5623788237571716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5561211109161377},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.5303051471710205},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3715062141418457},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/3581641.3584080","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581641.3584080","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584080","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.maastrichtuniversity.nl:publications/49e59702-ed2a-4c35-b0a4-286767c6b37f","is_oa":true,"landing_page_url":"https://cris.maastrichtuniversity.nl/en/publications/49e59702-ed2a-4c35-b0a4-286767c6b37f","pdf_url":"https://cris.maastrichtuniversity.nl/ws/files/171918611/Tintarev-2023-Supporting-High-Uncertainty-Decisions-throughs.pdf","source":{"id":"https://openalex.org/S4306402616","display_name":"Research Publications (Maastricht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I34352273","host_organization_name":"Maastricht University","host_organization_lineage":["https://openalex.org/I34352273"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Cau, F M, Hauptmann, H, Spano, L D & Tintarev, N 2023, Supporting High-Uncertainty Decisions through AI and Logic-Style Explanations. in IUI 2023 - Proceedings of the 28th International Conference on Intelligent User Interfaces. Association for Computing Machinery, pp. 251-263, 28th Annual Conference on Intelligent User Interfaces, Sydney, New South Wales, Australia, 27/03/23. https://doi.org/10.1145/3581641.3584080","raw_type":"contributionToPeriodical"},{"id":"pmh:oai:iris.unica.it:11584/361314","is_oa":true,"landing_page_url":"https://hdl.handle.net/11584/361314","pdf_url":"https://iris.unica.it/bitstream/11584/361314/1/IUI_2023.pdf","source":{"id":"https://openalex.org/S4377196293","display_name":"UNICA IRIS Institutional Research Information System (University of Cagliari)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172446870","host_organization_name":"University of Cagliari","host_organization_lineage":["https://openalex.org/I172446870"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferencePaper"},{"id":"pmh:oai:cris.maastrichtuniversity.nl:openaire_cris_publications/49e59702-ed2a-4c35-b0a4-286767c6b37f","is_oa":true,"landing_page_url":"https://cris.maastrichtuniversity.nl/files/171918611/Tintarev-2023-Supporting-High-Uncertainty-Decisions-throughs.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306402616","display_name":"Research Publications (Maastricht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I34352273","host_organization_name":"Maastricht University","host_organization_lineage":["https://openalex.org/I34352273"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Cau, F M, Hauptmann, H, Spano, L D & Tintarev, N 2023, Supporting High-Uncertainty Decisions through AI and Logic-Style Explanations. in IUI 2023 - Proceedings of the 28th International Conference on Intelligent User Interfaces. Association for Computing Machinery, pp. 251-263, 28th Annual Conference on Intelligent User Interfaces, Sydney, New South Wales, Australia, 27/03/23. https://doi.org/10.1145/3581641.3584080","raw_type":"contributionToPeriodical"},{"id":"pmh:uu:oai:dspace.library.uu.nl:1874/427768","is_oa":false,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/427768","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IUI '23, 251. ACM","raw_type":"info:eu-repo/semantics/bookpart"}],"best_oa_location":{"id":"doi:10.1145/3581641.3584080","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581641.3584080","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584080","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7699999809265137,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G3571484884","display_name":null,"funder_award_id":"F75F21001220007","funder_id":"https://openalex.org/F4320315324","funder_display_name":"Fondazione di Sardegna"}],"funders":[{"id":"https://openalex.org/F4320315324","display_name":"Fondazione di Sardegna","ror":"https://ror.org/02sryfh37"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4360991255.pdf","grobid_xml":"https://content.openalex.org/works/W4360991255.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W579623069","https://openalex.org/W642623969","https://openalex.org/W2010158189","https://openalex.org/W2016944307","https://openalex.org/W2027103861","https://openalex.org/W2069266605","https://openalex.org/W2088657354","https://openalex.org/W2493453011","https://openalex.org/W2594475271","https://openalex.org/W2833425706","https://openalex.org/W2891503716","https://openalex.org/W2901481055","https://openalex.org/W2901895173","https://openalex.org/W2905034244","https://openalex.org/W2915124689","https://openalex.org/W2916797267","https://openalex.org/W2942444880","https://openalex.org/W2943382023","https://openalex.org/W2953923985","https://openalex.org/W2963095307","https://openalex.org/W2965970765","https://openalex.org/W2969380428","https://openalex.org/W2984353433","https://openalex.org/W2999637955","https://openalex.org/W3001062618","https://openalex.org/W3095444354","https://openalex.org/W3099742594","https://openalex.org/W3101792976","https://openalex.org/W3103751997","https://openalex.org/W3121787084","https://openalex.org/W3123685058","https://openalex.org/W3124165360","https://openalex.org/W3126950392","https://openalex.org/W3133543405","https://openalex.org/W3156106752","https://openalex.org/W3156666346","https://openalex.org/W3159250634","https://openalex.org/W3163667721","https://openalex.org/W3172694240","https://openalex.org/W3196266922","https://openalex.org/W4214562182","https://openalex.org/W4220812836","https://openalex.org/W4224302811","https://openalex.org/W4224982959","https://openalex.org/W4241727697","https://openalex.org/W4285588387","https://openalex.org/W4285701418","https://openalex.org/W4286989357","https://openalex.org/W4290617519"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4313488044","https://openalex.org/W3209574120","https://openalex.org/W4312192474","https://openalex.org/W4210805261"],"abstract_inverted_index":{"A":[0],"common":[1],"criteria":[2],"for":[3,55,61,248],"Explainable":[4],"AI":[5,17,42,100,117,151,158,183,225,237],"(XAI)":[6],"is":[7,23,30,238],"to":[8,138,186,198],"support":[9],"users":[10],"in":[11,15,73,102,178,252],"establishing":[12],"appropriate":[13,49,250],"trust":[14,50,251],"the":[16,74,82,97,106,110,121,124,130,133,154,174,179,209,217,220,224,236],"\u2013":[18],"rejecting":[19],"advice":[20,27],"when":[21,28,208,235],"it":[22,29],"incorrect,":[24],"and":[25,63,93,96,128,153,160,171,205,223],"accepting":[26,44],"correct.":[31,239],"Previous":[32],"findings":[33],"suggest":[34],"that":[35,47,58,166,242],"explanations":[36,161,195],"can":[37],"cause":[38],"an":[39],"over-reliance":[40],"on":[41,109],"(overly":[43],"advice).":[45],"Explanations":[46],"evoke":[48],"are":[51,59,246],"even":[52],"more":[53],"challenging":[54],"decision-making":[56,70],"tasks":[57],"difficult":[60],"humans":[62],"AI.":[64,255],"For":[65],"this":[66,228],"reason,":[67],"we":[68,141],"study":[69],"by":[71,90],"non-experts":[72],"high-uncertainty":[75],"domain":[76],"of":[77,84,99,104,123,148,157,181,194],"stock":[78],"trading.":[79],"We":[80],"compare":[81],"effectiveness":[83],"three":[85],"different":[86,146],"explanation":[87,168,244],"styles":[88,169,193,245],"(influenced":[89],"inductive,":[91],"abductive,":[92],"deductive":[94],"reasoning)":[95],"role":[98],"confidence":[101,159,184],"terms":[103],"a)":[105],"users\u2019":[107],"reliance":[108],"XAI":[111],"interface":[112],"elements":[113],"(charts":[114],"with":[115,132],"indicators,":[116],"prediction,":[118],"explanation),":[119],"b)":[120],"correctness":[122],"decision":[125,222],"(task":[126],"performance),":[127],"c)":[129],"agreement":[131,218,233],"AI\u2019s":[134],"prediction.":[135],"In":[136,189,213],"contrast":[137],"previous":[139],"work,":[140],"look":[142],"at":[143],"interactions":[144],"between":[145,219],"aspects":[147],"decision-making,":[149],"including":[150],"correctness,":[152],"combined":[155],"effects":[156],"styles.":[162],"Our":[163],"results":[164],"show":[165],"specific":[167],"(abductive":[170],"deductive)":[172],"improve":[173],"user\u2019s":[175,221],"task":[176],"performance":[177],"case":[180],"high":[182],"compared":[185],"inductive":[187],"explanations.":[188],"other":[190],"words,":[191],"these":[192],"were":[196],"able":[197],"invoke":[199],"correct":[200],"decisions":[201],"(for":[202],"both":[203,243],"positive":[204],"negative":[206],"decisions)":[207],"system":[210],"was":[211],"certain.":[212],"such":[214],"a":[215,231,253],"condition,":[216],"prediction":[226],"confirms":[227],"finding,":[229],"highlighting":[230],"significant":[232],"increase":[234],"This":[240],"suggests":[241],"suitable":[247],"evoking":[249],"confident":[254]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}