{"id":"https://openalex.org/W4393970726","doi":"https://doi.org/10.1145/3640543.3645194","title":"SenseMate: An Accessible and Beginner-Friendly Human-AI Platform for Qualitative Data Analysis","display_name":"SenseMate: An Accessible and Beginner-Friendly Human-AI Platform for Qualitative Data Analysis","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4393970726","doi":"https://doi.org/10.1145/3640543.3645194"},"language":"en","primary_location":{"id":"doi:10.1145/3640543.3645194","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640543.3645194","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640543.3645194","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 29th 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/10.1145/3640543.3645194","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021170243","display_name":"Cassandra Overney","orcid":"https://orcid.org/0000-0001-6559-6683"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Cassandra Overney","raw_affiliation_strings":["Center for Constructive Communication, Massachusetts Institute of Technology, United States"],"raw_orcid":"https://orcid.org/0000-0001-6559-6683","affiliations":[{"raw_affiliation_string":"Center for Constructive Communication, Massachusetts Institute of Technology, United States","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080144834","display_name":"Bel\u00e9n Sald\u00edas","orcid":"https://orcid.org/0000-0003-0252-3051"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bel\u00e9n Sald\u00edas","raw_affiliation_strings":["Center for Constructive Communication, Massachusetts Institute of Technology, United States"],"raw_orcid":"https://orcid.org/0000-0003-0252-3051","affiliations":[{"raw_affiliation_string":"Center for Constructive Communication, Massachusetts Institute of Technology, United States","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076092708","display_name":"Dimitra Dimitrakopoulou","orcid":"https://orcid.org/0000-0001-8920-164X"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dimitra Dimitrakopoulou","raw_affiliation_strings":["Center for Constructive Communication, Massachusetts Institute of Technology, United States"],"raw_orcid":"https://orcid.org/0000-0001-8920-164X","affiliations":[{"raw_affiliation_string":"Center for Constructive Communication, Massachusetts Institute of Technology, United States","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004281470","display_name":"Deb Roy","orcid":"https://orcid.org/0000-0002-2780-4768"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deb Roy","raw_affiliation_strings":["Center for Constructive Communication, Massachusetts Institute of Technology, United States"],"raw_orcid":"https://orcid.org/0000-0002-2780-4768","affiliations":[{"raw_affiliation_string":"Center for Constructive Communication, Massachusetts Institute of Technology, United States","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021170243"],"corresponding_institution_ids":["https://openalex.org/I63966007"],"apc_list":null,"apc_paid":null,"fwci":28.8156,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.99531981,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"922","last_page":"939"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9771000146865845,"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/sensemaking","display_name":"Sensemaking","score":0.7779088020324707},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.7202379703521729},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6568117737770081},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4423619508743286},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42866218090057373},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.41618919372558594},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3168333172798157}],"concepts":[{"id":"https://openalex.org/C2780554381","wikidata":"https://www.wikidata.org/wiki/Q2063340","display_name":"Sensemaking","level":2,"score":0.7779088020324707},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.7202379703521729},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6568117737770081},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4423619508743286},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42866218090057373},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.41618919372558594},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3168333172798157},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3640543.3645194","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640543.3645194","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640543.3645194","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 29th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},{"id":"pmh:oai:dspace.mit.edu:1721.1/154387","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/154387","pdf_url":"https://dspace.mit.edu/bitstream/1721.1/154387/1/3640543.3645194.pdf","source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Association for Computing Machinery","raw_type":"http://purl.org/eprint/type/JournalArticle"}],"best_oa_location":{"id":"doi:10.1145/3640543.3645194","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640543.3645194","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640543.3645194","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 29th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G539115378","display_name":null,"funder_award_id":"2141064","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4393970726.pdf","grobid_xml":"https://content.openalex.org/works/W4393970726.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1270658374","https://openalex.org/W1485627804","https://openalex.org/W1566432371","https://openalex.org/W2059216172","https://openalex.org/W2131587748","https://openalex.org/W2133910765","https://openalex.org/W2158607384","https://openalex.org/W2189401668","https://openalex.org/W2200917453","https://openalex.org/W2252208617","https://openalex.org/W2282821441","https://openalex.org/W2595494611","https://openalex.org/W2749180782","https://openalex.org/W2756188544","https://openalex.org/W2769563773","https://openalex.org/W2789895350","https://openalex.org/W2794079986","https://openalex.org/W2794125445","https://openalex.org/W2795783386","https://openalex.org/W2803876882","https://openalex.org/W2809100814","https://openalex.org/W2883360892","https://openalex.org/W2896967904","https://openalex.org/W2899091845","https://openalex.org/W2901895173","https://openalex.org/W2942073295","https://openalex.org/W2942662004","https://openalex.org/W2963233086","https://openalex.org/W2979893369","https://openalex.org/W2983137008","https://openalex.org/W2988207158","https://openalex.org/W2999637955","https://openalex.org/W3099742594","https://openalex.org/W3103751997","https://openalex.org/W3105171592","https://openalex.org/W3116949471","https://openalex.org/W3119689140","https://openalex.org/W3120532656","https://openalex.org/W3124026294","https://openalex.org/W3156106752","https://openalex.org/W3159250634","https://openalex.org/W3163443091","https://openalex.org/W3185727840","https://openalex.org/W4224940987","https://openalex.org/W4288076015","https://openalex.org/W4366548074","https://openalex.org/W4366548345","https://openalex.org/W4379144596"],"related_works":["https://openalex.org/W3002559787","https://openalex.org/W2100609754","https://openalex.org/W2050640900","https://openalex.org/W2049050102","https://openalex.org/W2596767525","https://openalex.org/W1886987011","https://openalex.org/W2795557596","https://openalex.org/W3045759591","https://openalex.org/W2331546953","https://openalex.org/W3142676132"],"abstract_inverted_index":{"Community":[0],"organizations":[1],"face":[2],"challenges":[3],"in":[4,56,117,301],"harnessing":[5],"the":[6,16,28,40,219,246,254],"power":[7],"of":[8,27,34,42,51,113,156,207,232,248,303],"qualitative":[9,37,57,84],"data":[10],"analysis,":[11,233],"or":[12,39],"sensemaking,":[13,98],"to":[14,81,96,179,211,259,288,323],"understand":[15],"diverse":[17],"perspectives":[18],"and":[19,31,48,67,103,184,196,201,222,240,291,306,308,312],"needs":[20],"brought":[21],"up":[22],"by":[23,124,227,238,243],"their":[24],"constituents.":[25],"One":[26],"most":[29],"time-consuming":[30],"tedious":[32],"parts":[33],"sensemaking":[35],"is":[36,59,264],"coding,":[38],"process":[41,139,154],"identifying":[43],"themes":[44,123,290],"across":[45],"a":[46,76,91,111,271,274],"large":[47,298],"unstructured":[49],"corpus":[50],"community":[52,167],"input.":[53],"A":[54],"challenge":[55],"coding":[58,188,203,225,241],"attaining":[60],"high":[61],"intercoder":[62,191,236],"reliability,":[63],"especially":[64],"between":[65,199],"expert":[66,125,202,212],"beginner":[68,268],"sensemakers.":[69,126],"In":[70,261],"this":[71],"work,":[72],"we":[73,177],"present":[74],"SenseMate,":[75],"novel":[77],"human-AI":[78],"system":[79],"designed":[80],"help":[82],"with":[83,159,166],"coding.":[85],"SenseMate":[86,133],"leverages":[87],"rationale":[88,129,285],"extraction":[89,130,286],"models,":[90],"new":[92],"machine":[93],"learning":[94],"strategy":[95],"semi-automate":[97],"which":[99,119,294],"produces":[100],"theme":[101],"recommendations":[102,183,221],"human-interpretable":[104],"explanations.":[105],"The":[106,152],"models":[107,131,287,300],"were":[108],"trained":[109],"on":[110],"dataset":[112],"people\u2019s":[114],"experiences":[115],"living":[116],"Boston,":[118],"was":[120,256],"annotated":[121],"for":[122,267],"We":[127,215],"integrated":[128],"into":[132],"through":[134],"an":[135,148,170],"iterative,":[136],"human-centered":[137],"design":[138,144,153],"revolving":[140],"around":[141],"four":[142],"key":[143],"principles":[145],"derived":[146],"from":[147,162,316],"extensive":[149],"literature":[150],"review.":[151],"consisted":[155],"three":[157],"iterations":[158],"continuous":[160],"feedback":[161,318],"seven":[163],"people":[164],"associated":[165],"organizations.":[168],"Through":[169],"online":[171],"experiment":[172],"involving":[173],"180":[174],"novice":[175,200],"sensemakers,":[176],"aimed":[178],"determine":[180],"whether":[181],"AI-generated":[182],"rationales":[185],"would":[186],"decrease":[187],"time,":[189],"increase":[190],"reliability":[192,237],"(i.e.":[193,205],"Cohen\u2019s":[194],"kappa),":[195],"minimize":[197],"differences":[198],"decisions":[204],"F-score":[206,242],"participant":[208],"answers":[209],"compared":[210],"gold":[213],"labels).":[214],"found":[216],"that":[217,253,277,319],"though":[218],"model":[220],"explanations":[223],"increased":[224],"time":[226],"49":[228],"seconds":[229],"per":[230],"unit":[231],"they":[234],"raised":[235],"29%":[239],"10%.":[244],"Regarding":[245],"effectiveness":[247],"SenseMate\u2019s":[249],"design,":[250],"participants":[251],"reported":[252],"platform":[255],"generally":[257],"easy":[258],"use.":[260],"summary,":[262],"Sensemate":[263],"(1)":[265],"built":[266],"sensemakers":[269],"without":[270],"technical":[272],"background,":[273],"user":[275,304,317],"group":[276],"prior":[278],"work":[279],"doesn\u2019t":[280],"focus":[281],"on,":[282],"(2)":[283],"implements":[284],"recommend":[289],"generate":[292],"explanations,":[293],"has":[295],"advantages":[296],"over":[297],"language":[299],"terms":[302],"privacy":[305],"control,":[307],"(3)":[309],"contains":[310],"original":[311],"intuitive":[313],"features":[314],"created":[315],"can":[320],"be":[321],"applied":[322],"future":[324],"QDA":[325],"systems.":[326]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-25T08:17:42.794288","created_date":"2025-10-10T00:00:00"}