{"id":"https://openalex.org/W4225117847","doi":"https://doi.org/10.1145/3519266","title":"Effects of Explanations in AI-Assisted Decision Making: Principles and Comparisons","display_name":"Effects of Explanations in AI-Assisted Decision Making: Principles and Comparisons","publication_year":2022,"publication_date":"2022-04-29","ids":{"openalex":"https://openalex.org/W4225117847","doi":"https://doi.org/10.1145/3519266"},"language":"en","primary_location":{"id":"doi:10.1145/3519266","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3519266","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3519266","source":{"id":"https://openalex.org/S4210173818","display_name":"ACM Transactions on Interactive Intelligent Systems","issn_l":"2160-6455","issn":["2160-6455","2160-6463"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Interactive Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3519266","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100599683","display_name":"Xinru Wang","orcid":"https://orcid.org/0009-0006-1545-834X"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xinru Wang","raw_affiliation_strings":["Purdue University, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Purdue University, Indiana, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071294124","display_name":"Ming Yin","orcid":"https://orcid.org/0000-0002-7364-139X"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ming Yin","raw_affiliation_strings":["Purdue University, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Purdue University, Indiana, USA","institution_ids":["https://openalex.org/I219193219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100599683"],"corresponding_institution_ids":["https://openalex.org/I219193219"],"apc_list":null,"apc_paid":null,"fwci":6.9407,"has_fulltext":true,"cited_by_count":61,"citation_normalized_percentile":{"value":0.97328677,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"12","issue":"4","first_page":"1","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9818000197410583,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9699000120162964,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6603610515594482},{"id":"https://openalex.org/keywords/conversation","display_name":"Conversation","score":0.5957856178283691},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.549744725227356},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.5086504220962524},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5059882998466492},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49905848503112793},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.46627429127693176},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.451521098613739},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2651694416999817},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.18990767002105713},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12003126740455627},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.06366181373596191}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6603610515594482},{"id":"https://openalex.org/C2777200299","wikidata":"https://www.wikidata.org/wiki/Q52943","display_name":"Conversation","level":2,"score":0.5957856178283691},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.549744725227356},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.5086504220962524},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5059882998466492},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49905848503112793},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.46627429127693176},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.451521098613739},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2651694416999817},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.18990767002105713},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12003126740455627},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.06366181373596191},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","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},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3519266","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3519266","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3519266","source":{"id":"https://openalex.org/S4210173818","display_name":"ACM Transactions on Interactive Intelligent Systems","issn_l":"2160-6455","issn":["2160-6455","2160-6463"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Interactive Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3519266","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3519266","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3519266","source":{"id":"https://openalex.org/S4210173818","display_name":"ACM Transactions on Interactive Intelligent Systems","issn_l":"2160-6455","issn":["2160-6455","2160-6463"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Interactive Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7300000190734863,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4225117847.pdf","grobid_xml":"https://content.openalex.org/works/W4225117847.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W234809696","https://openalex.org/W1821462560","https://openalex.org/W1989943453","https://openalex.org/W1996796871","https://openalex.org/W2015627422","https://openalex.org/W2017131938","https://openalex.org/W2020785866","https://openalex.org/W2034344216","https://openalex.org/W2035206733","https://openalex.org/W2063052894","https://openalex.org/W2089310661","https://openalex.org/W2098819548","https://openalex.org/W2125847307","https://openalex.org/W2127875809","https://openalex.org/W2140107468","https://openalex.org/W2154157725","https://openalex.org/W2169393322","https://openalex.org/W2282821441","https://openalex.org/W2294370754","https://openalex.org/W2367397349","https://openalex.org/W2416272719","https://openalex.org/W2418793599","https://openalex.org/W2482773513","https://openalex.org/W2559655401","https://openalex.org/W2594475271","https://openalex.org/W2612690371","https://openalex.org/W2765204106","https://openalex.org/W2769423805","https://openalex.org/W2776607941","https://openalex.org/W2785011159","https://openalex.org/W2809002738","https://openalex.org/W2891503716","https://openalex.org/W2901895173","https://openalex.org/W2914029945","https://openalex.org/W2916797267","https://openalex.org/W2918066172","https://openalex.org/W2923421605","https://openalex.org/W2942073295","https://openalex.org/W2942157335","https://openalex.org/W2962851944","https://openalex.org/W2963095307","https://openalex.org/W2969476445","https://openalex.org/W2974075815","https://openalex.org/W2979893369","https://openalex.org/W2982471395","https://openalex.org/W2984353433","https://openalex.org/W2996061341","https://openalex.org/W2997591727","https://openalex.org/W2999362542","https://openalex.org/W2999637955","https://openalex.org/W3001062618","https://openalex.org/W3006437051","https://openalex.org/W3009578469","https://openalex.org/W3010300896","https://openalex.org/W3028689275","https://openalex.org/W3032816739","https://openalex.org/W3037843601","https://openalex.org/W3092184901","https://openalex.org/W3099742594","https://openalex.org/W3101792976","https://openalex.org/W3103751997","https://openalex.org/W3121787084","https://openalex.org/W3122237971","https://openalex.org/W3138819813","https://openalex.org/W3156106752","https://openalex.org/W3156666346","https://openalex.org/W3163411042","https://openalex.org/W3163443091","https://openalex.org/W4235011715","https://openalex.org/W4244364296","https://openalex.org/W4288414189","https://openalex.org/W4293153764","https://openalex.org/W4296978576","https://openalex.org/W4298235707","https://openalex.org/W4301175579","https://openalex.org/W6638523607","https://openalex.org/W6733843106","https://openalex.org/W6758979359","https://openalex.org/W6817713987"],"related_works":["https://openalex.org/W1968552888","https://openalex.org/W2374116601","https://openalex.org/W3093134843","https://openalex.org/W2378167147","https://openalex.org/W3210777354","https://openalex.org/W2281307425","https://openalex.org/W1511346092","https://openalex.org/W2464405057","https://openalex.org/W3200691949","https://openalex.org/W4386651600"],"abstract_inverted_index":{"Recent":[0],"years":[1],"have":[2,152],"witnessed":[3],"the":[4,27,63,69,78,141,166,181,191,198],"growing":[5],"literature":[6],"in":[7,36,77,111],"empirical":[8,214],"evaluation":[9,215],"of":[10,29,32,44,62,90,102,105,108,114,126,140,176,193,200,216],"explainable":[11,93],"AI":[12,54,64,94,103,134,177,182],"(XAI)":[13],"methods.":[14,218],"This":[15],"study":[16,195],"contributes":[17],"to":[18,172,203],"this":[19],"ongoing":[20],"conversation":[21],"by":[22,189],"presenting":[23],"a":[24,30],"comparison":[25],"on":[26,41,99,146],"effects":[28],"set":[31],"established":[33],"XAI":[34,201,217],"methods":[35,95,202],"AI-assisted":[37],"decision":[38,115,147,158,207],"making.":[39],"Based":[40],"our":[42,194],"review":[43],"previous":[45],"literature,":[46],"we":[47,85],"highlight":[48],"three":[49,81],"desirable":[50,142],"properties":[51,98,143],"that":[52,132,150,161],"ideal":[53],"explanations":[55,135],"should":[56],"satisfy":[57,96,138,173],"\u2014":[58],"improve":[59],"people\u2019s":[60,74],"understanding":[61],"model,":[65],"help":[66],"people":[67,119,151,162],"recognize":[68],"model":[70,183],"uncertainty,":[71],"and":[72,110,209],"support":[73,205],"calibrated":[75],"trust":[76],"model.":[79],"Through":[80],"randomized":[82],"controlled":[83],"experiments,":[84],"evaluate":[86],"whether":[87],"four":[88],"types":[89,101],"common":[91],"model-agnostic":[92],"these":[97],"two":[100,112],"models":[104],"varying":[106],"levels":[107,125],"complexity,":[109],"kinds":[113],"making":[116,148,159],"contexts":[117],"where":[118],"perceive":[120],"themselves":[121],"as":[122],"having":[123],"different":[124],"domain":[127,154],"expertise.":[128],"Our":[129],"results":[130],"demonstrate":[131],"many":[133],"do":[136],"not":[137],"any":[139],"when":[144,180],"used":[145],"tasks":[149,160],"little":[153],"expertise":[155],"in.":[156],"On":[157],"are":[163],"more":[164,174,212],"knowledgeable,":[165],"feature":[167],"contribution":[168],"explanation":[169],"is":[170,184],"shown":[171],"desiderata":[175],"explanations,":[178],"even":[179],"inherently":[185],"complex.":[186],"We":[187],"conclude":[188],"discussing":[190],"implications":[192],"for":[196,210],"improving":[197],"design":[199],"better":[204],"human":[206],"making,":[208],"advancing":[211],"rigorous":[213]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
