{"id":"https://openalex.org/W4412055576","doi":"https://doi.org/10.1145/3719160.3737633","title":"AInsight: Augmenting Expert Decision-Making with On-the-Fly Insights Grounded in Historical Data","display_name":"AInsight: Augmenting Expert Decision-Making with On-the-Fly Insights Grounded in Historical Data","publication_year":2025,"publication_date":"2025-07-05","ids":{"openalex":"https://openalex.org/W4412055576","doi":"https://doi.org/10.1145/3719160.3737633"},"language":"en","primary_location":{"id":"doi:10.1145/3719160.3737633","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3719160.3737633","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th ACM Conference on Conversational User Interfaces","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2507.09100","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094313082","display_name":"Mohammad Abolnejadian","orcid":"https://orcid.org/0000-0003-2028-9270"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohammad Abolnejadian","raw_affiliation_strings":["Cheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0003-2028-9270","affiliations":[{"raw_affiliation_string":"Cheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118833440","display_name":"Shakiba Amirshahi","orcid":null},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shakiba Amirshahi","raw_affiliation_strings":["Cheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada"],"raw_orcid":"https://orcid.org/0009-0009-1524-8643","affiliations":[{"raw_affiliation_string":"Cheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104038125","display_name":"Matthew Brehmer","orcid":"https://orcid.org/0000-0001-5524-2291"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Matthew Brehmer","raw_affiliation_strings":["Cheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0001-5524-2291","affiliations":[{"raw_affiliation_string":"Cheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022433344","display_name":"Anamaria Crisan","orcid":"https://orcid.org/0000-0003-3445-3414"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Anamaria Crisan","raw_affiliation_strings":["Cheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3445-3414","affiliations":[{"raw_affiliation_string":"Cheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I151746483"],"apc_list":null,"apc_paid":null,"fwci":4.889,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.94774011,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9837999939918518,"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":0.9424999952316284,"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/grounded-theory","display_name":"Grounded theory","score":0.6623591184616089},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6121690273284912},{"id":"https://openalex.org/keywords/on-the-fly","display_name":"On the fly","score":0.607769787311554},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.483425498008728},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3993755578994751},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33318954706192017},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.15387070178985596},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.14735102653503418},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14103898406028748},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.09733307361602783}],"concepts":[{"id":"https://openalex.org/C156325361","wikidata":"https://www.wikidata.org/wiki/Q1152864","display_name":"Grounded theory","level":3,"score":0.6623591184616089},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6121690273284912},{"id":"https://openalex.org/C2781020372","wikidata":"https://www.wikidata.org/wiki/Q533093","display_name":"On the fly","level":2,"score":0.607769787311554},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.483425498008728},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3993755578994751},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33318954706192017},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.15387070178985596},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.14735102653503418},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14103898406028748},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.09733307361602783},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3719160.3737633","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3719160.3737633","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th ACM Conference on Conversational User Interfaces","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2507.09100","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.09100","pdf_url":"https://arxiv.org/pdf/2507.09100","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2507.09100","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.09100","pdf_url":"https://arxiv.org/pdf/2507.09100","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.7400000095367432,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2791161208","https://openalex.org/W2962704078","https://openalex.org/W2999637955","https://openalex.org/W3103751997","https://openalex.org/W4224308588","https://openalex.org/W4283012421","https://openalex.org/W4384120246","https://openalex.org/W4392366650","https://openalex.org/W4393970695","https://openalex.org/W4399640715","https://openalex.org/W4401508613"],"related_works":["https://openalex.org/W1546533203","https://openalex.org/W2054080977","https://openalex.org/W1511554945","https://openalex.org/W2015439768","https://openalex.org/W4361008414","https://openalex.org/W4396854307","https://openalex.org/W3040823075","https://openalex.org/W2092147963","https://openalex.org/W2620765995","https://openalex.org/W1535784397"],"abstract_inverted_index":{"In":[0],"decision-making":[1,54],"conversations,":[2],"experts":[3,46],"must":[4],"navigate":[5],"complex":[6],"choices":[7],"and":[8,35,88,91,127],"make":[9],"on-the-spot":[10],"decisions":[11],"while":[12],"engaged":[13],"in":[14,52],"conversation.":[15],"Although":[16],"extensive":[17],"historical":[18],"data":[19,51,94],"often":[20],"exists,":[21],"the":[22,83,116,143],"real-time":[23,53],"nature":[24],"of":[25,146],"these":[26],"scenarios":[27],"makes":[28],"it":[29],"infeasible":[30],"for":[31,142],"decision-makers":[32],"to":[33,82],"review":[34],"leverage":[36],"relevant":[37,49],"information.":[38],"This":[39],"raises":[40],"an":[41,74,96],"interesting":[42],"question:":[43],"What":[44],"if":[45],"could":[47],"utilize":[48],"past":[50,59],"through":[55],"insights":[56,101],"derived":[57],"from":[58,95],"data?":[60],"To":[61],"explore":[62],"this,":[63],"we":[64],"implemented":[65],"a":[66,103,107,124],"conversational":[67],"user":[68],"interface,":[69],"taking":[70],"doctor-patient":[71,133],"interactions":[72],"as":[73],"example":[75],"use":[76],"case.":[77],"Our":[78],"system":[79],"continuously":[80],"listens":[81],"conversation,":[84],"identifies":[85],"patient":[86],"problems":[87],"doctor-suggested":[89],"solutions,":[90],"retrieves":[92],"related":[93],"embedded":[97],"dataset,":[98],"generating":[99],"concise":[100],"using":[102,131],"pipeline":[104],"built":[105],"around":[106],"retrieval-based":[108],"Large":[109],"Language":[110],"Model":[111],"(LLM)":[112],"agent.":[113],"We":[114],"evaluated":[115],"prototype":[117],"by":[118],"embedding":[119],"Health":[120],"Canada":[121],"datasets":[122],"into":[123],"vector":[125],"database":[126],"conducting":[128],"simulated":[129],"studies":[130],"sample":[132],"dialogues,":[134],"showing":[135],"effectiveness":[136],"but":[137],"also":[138],"challenges,":[139],"setting":[140],"directions":[141],"next":[144],"steps":[145],"our":[147],"work.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}