{"id":"https://openalex.org/W7169196604","doi":"https://doi.org/10.1016/j.ijhcs.2026.103898","title":"Knowledge gaps and explanation design in AI advice: a cognitive fit perspective on user decision confidence","display_name":"Knowledge gaps and explanation design in AI advice: a cognitive fit perspective on user decision confidence","publication_year":2026,"publication_date":"2026-07-16","ids":{"openalex":"https://openalex.org/W7169196604","doi":"https://doi.org/10.1016/j.ijhcs.2026.103898"},"language":"en","primary_location":{"id":"doi:10.1016/j.ijhcs.2026.103898","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ijhcs.2026.103898","pdf_url":null,"source":{"id":"https://openalex.org/S4210190811","display_name":"International Journal of Human-Computer Studies","issn_l":"1071-5819","issn":["1071-5819","1095-9300"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human-Computer Studies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009240953","display_name":"Ming Yang","orcid":"https://orcid.org/0000-0002-0182-5974"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ming Yang","raw_affiliation_strings":["SUNY Binghamton, Binghamton, NY, United States"],"raw_orcid":"https://orcid.org/0000-0002-0182-5974","affiliations":[{"raw_affiliation_string":"SUNY Binghamton, Binghamton, NY, United States","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032390391","display_name":"Jinglu Jiang","orcid":"https://orcid.org/0000-0001-6464-9683"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jinglu Jiang","raw_affiliation_strings":["SUNY Binghamton, Binghamton, NY, United States"],"raw_orcid":"https://orcid.org/0000-0001-6464-9683","affiliations":[{"raw_affiliation_string":"SUNY Binghamton, Binghamton, NY, United States","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052556898","display_name":"X Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xin Liu","raw_affiliation_strings":["SUNY Binghamton, Binghamton, NY, United States"],"raw_orcid":"https://orcid.org/0000-0002-5554-0229","affiliations":[{"raw_affiliation_string":"SUNY Binghamton, Binghamton, NY, United States","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106862692","display_name":"Surinder Kahai","orcid":null},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Surinder Kahai","raw_affiliation_strings":["SUNY Binghamton, Binghamton, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SUNY Binghamton, Binghamton, NY, United States","institution_ids":["https://openalex.org/I123946342"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5032390391"],"corresponding_institution_ids":["https://openalex.org/I123946342"],"apc_list":{"value":3640,"currency":"USD","value_usd":3640},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.80609976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"216","issue":null,"first_page":"103898","last_page":"103898"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.6891000270843506,"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":0.6891000270843506,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.13760000467300415,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.04149999842047691,"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/ambiguity","display_name":"Ambiguity","score":0.6294999718666077},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5974000096321106},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5547000169754028},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.5367000102996826},{"id":"https://openalex.org/keywords/directive","display_name":"Directive","score":0.4507000148296356},{"id":"https://openalex.org/keywords/cognitive-computing","display_name":"Cognitive computing","score":0.36410000920295715},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.36230000853538513},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.33180001378059387}],"concepts":[{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.6294999718666077},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5974000096321106},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5547000169754028},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5367000102996826},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5151000022888184},{"id":"https://openalex.org/C2779547435","wikidata":"https://www.wikidata.org/wiki/Q1121492","display_name":"Directive","level":2,"score":0.4507000148296356},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39649999141693115},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3799999952316284},{"id":"https://openalex.org/C92298750","wikidata":"https://www.wikidata.org/wiki/Q17008161","display_name":"Cognitive computing","level":3,"score":0.36410000920295715},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.36230000853538513},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3337000012397766},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.33180001378059387},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3237000107765198},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.32359999418258667},{"id":"https://openalex.org/C28901747","wikidata":"https://www.wikidata.org/wiki/Q177571","display_name":"Decision theory","level":2,"score":0.2883000075817108},{"id":"https://openalex.org/C2779955035","wikidata":"https://www.wikidata.org/wiki/Q4686785","display_name":"Advice (programming)","level":2,"score":0.2802000045776367},{"id":"https://openalex.org/C49929091","wikidata":"https://www.wikidata.org/wiki/Q1930471","display_name":"General knowledge","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C161407221","wikidata":"https://www.wikidata.org/wiki/Q4382939","display_name":"Cognitive model","level":3,"score":0.2605000138282776},{"id":"https://openalex.org/C115086926","wikidata":"https://www.wikidata.org/wiki/Q17004651","display_name":"Causal reasoning","level":3,"score":0.2603999972343445},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.25609999895095825},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ijhcs.2026.103898","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ijhcs.2026.103898","pdf_url":null,"source":{"id":"https://openalex.org/S4210190811","display_name":"International Journal of Human-Computer Studies","issn_l":"1071-5819","issn":["1071-5819","1095-9300"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human-Computer Studies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6333510279655457,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G27360509","display_name":null,"funder_award_id":"25BJ03236","funder_id":"https://openalex.org/F4320334112","funder_display_name":"Beijing Municipal Social Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320334112","display_name":"Beijing Municipal Social Science Foundation","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":86,"referenced_works":["https://openalex.org/W1972668474","https://openalex.org/W1984693961","https://openalex.org/W1991673318","https://openalex.org/W1993760488","https://openalex.org/W2012155325","https://openalex.org/W2013578513","https://openalex.org/W2019131652","https://openalex.org/W2027921226","https://openalex.org/W2048893890","https://openalex.org/W2050734380","https://openalex.org/W2082326532","https://openalex.org/W2116727642","https://openalex.org/W2123334556","https://openalex.org/W2124670784","https://openalex.org/W2125208124","https://openalex.org/W2140964565","https://openalex.org/W2146948159","https://openalex.org/W2159593279","https://openalex.org/W2530701870","https://openalex.org/W2605650569","https://openalex.org/W2795530874","https://openalex.org/W2800068874","https://openalex.org/W2801435397","https://openalex.org/W2886363025","https://openalex.org/W2891503716","https://openalex.org/W2893994414","https://openalex.org/W2942858056","https://openalex.org/W2962772482","https://openalex.org/W2963095307","https://openalex.org/W2981731882","https://openalex.org/W2995523160","https://openalex.org/W3011363941","https://openalex.org/W3081530389","https://openalex.org/W3082837871","https://openalex.org/W3085537935","https://openalex.org/W3090714657","https://openalex.org/W3093033010","https://openalex.org/W3095444354","https://openalex.org/W3107324063","https://openalex.org/W3108137938","https://openalex.org/W3117152754","https://openalex.org/W3121859504","https://openalex.org/W3124476781","https://openalex.org/W3125633690","https://openalex.org/W3141789851","https://openalex.org/W3197347140","https://openalex.org/W3198062477","https://openalex.org/W3199747482","https://openalex.org/W3216065183","https://openalex.org/W4200546216","https://openalex.org/W4200620662","https://openalex.org/W4212823879","https://openalex.org/W4220693086","https://openalex.org/W4221075735","https://openalex.org/W4224241499","https://openalex.org/W4225117847","https://openalex.org/W4226151892","https://openalex.org/W4235678817","https://openalex.org/W4236213745","https://openalex.org/W4246936480","https://openalex.org/W4281822284","https://openalex.org/W4283382951","https://openalex.org/W4285495920","https://openalex.org/W4293312746","https://openalex.org/W4293571992","https://openalex.org/W4294559022","https://openalex.org/W4295211062","https://openalex.org/W4306149475","https://openalex.org/W4309518554","https://openalex.org/W4312055540","https://openalex.org/W4313650676","https://openalex.org/W4321793859","https://openalex.org/W4323048183","https://openalex.org/W4327591912","https://openalex.org/W4380681872","https://openalex.org/W4384120246","https://openalex.org/W4386741131","https://openalex.org/W4387344795","https://openalex.org/W4388499385","https://openalex.org/W4388624604","https://openalex.org/W4391114267","https://openalex.org/W4402235348","https://openalex.org/W4402679727","https://openalex.org/W4406047871","https://openalex.org/W4413042400","https://openalex.org/W4413258157"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-13T07:04:57.449891","created_date":"2026-07-17T00:00:00"}
