{"id":"https://openalex.org/W2971867419","doi":"https://doi.org/10.1145/3361118","title":"How Data ScientistsWork Together With Domain Experts in Scientific Collaborations","display_name":"How Data ScientistsWork Together With Domain Experts in Scientific Collaborations","publication_year":2019,"publication_date":"2019-12-05","ids":{"openalex":"https://openalex.org/W2971867419","doi":"https://doi.org/10.1145/3361118","mag":"2971867419"},"language":"en","primary_location":{"id":"doi:10.1145/3361118","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3361118","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1909.03486","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083496983","display_name":"Yaoli Mao","orcid":"https://orcid.org/0000-0002-2059-3734"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yaoli Mao","raw_affiliation_strings":["Columbia University, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062817658","display_name":"Dakuo Wang","orcid":"https://orcid.org/0000-0001-9371-9441"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dakuo Wang","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026028381","display_name":"Michael M\u00fcller","orcid":"https://orcid.org/0000-0001-7860-163X"},"institutions":[{"id":"https://openalex.org/I4210087032","display_name":"Cambridge Scientific (United States)","ror":"https://ror.org/001s4dh65","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087032"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Muller","raw_affiliation_strings":["IBM Research, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM Research, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210087032"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015286159","display_name":"Kush R. Varshney","orcid":"https://orcid.org/0000-0002-7376-5536"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kush R. Varshney","raw_affiliation_strings":["IBM T.J. Watson Research Center, Yorktown Heights, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073341059","display_name":"Ioana Baldini","orcid":"https://orcid.org/0000-0002-8257-9866"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ioana Baldini","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082995130","display_name":"Casey Dugan","orcid":"https://orcid.org/0000-0002-1508-2091"},"institutions":[{"id":"https://openalex.org/I4210087032","display_name":"Cambridge Scientific (United States)","ror":"https://ror.org/001s4dh65","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087032"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Casey Dugan","raw_affiliation_strings":["IBM Research, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM Research, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210087032"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005705728","display_name":"Aleksandra Mojsilovic","orcid":null},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aleksandra Mojsilovi\u0107","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":16.3911,"has_fulltext":false,"cited_by_count":115,"citation_normalized_percentile":{"value":0.99043297,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"3","issue":"GROUP","first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T10260","display_name":"Software Engineering Research","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11937","display_name":"Research Data Management Practices","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/common-ground","display_name":"Common ground","score":0.8466100692749023},{"id":"https://openalex.org/keywords/decipher","display_name":"DECIPHER","score":0.7999043464660645},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.7473117113113403},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6548425555229187},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6327357292175293},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.6259366273880005},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5573726892471313},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.546617865562439},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5464559197425842},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3752082288265228},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21321025490760803},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.17902931571006775},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17815032601356506},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.08969959616661072},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.08891797065734863},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.076850026845932}],"concepts":[{"id":"https://openalex.org/C2777877512","wikidata":"https://www.wikidata.org/wiki/Q1116097","display_name":"Common ground","level":2,"score":0.8466100692749023},{"id":"https://openalex.org/C164614171","wikidata":"https://www.wikidata.org/wiki/Q5204775","display_name":"DECIPHER","level":2,"score":0.7999043464660645},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.7473117113113403},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6548425555229187},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6327357292175293},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.6259366273880005},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5573726892471313},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.546617865562439},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5464559197425842},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3752082288265228},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21321025490760803},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.17902931571006775},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17815032601356506},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.08969959616661072},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.08891797065734863},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.076850026845932},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3361118","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3361118","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1909.03486","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1909.03486","pdf_url":"https://arxiv.org/pdf/1909.03486","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:1909.03486","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1909.03486","pdf_url":"https://arxiv.org/pdf/1909.03486","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":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":107,"referenced_works":["https://openalex.org/W54461382","https://openalex.org/W67479504","https://openalex.org/W85797161","https://openalex.org/W90628286","https://openalex.org/W158727920","https://openalex.org/W574024287","https://openalex.org/W1485995441","https://openalex.org/W1528256875","https://openalex.org/W1550181915","https://openalex.org/W1600250904","https://openalex.org/W1605534080","https://openalex.org/W1668352744","https://openalex.org/W1714723801","https://openalex.org/W1741471588","https://openalex.org/W1825120118","https://openalex.org/W1951008065","https://openalex.org/W1952212822","https://openalex.org/W1964371014","https://openalex.org/W1967555402","https://openalex.org/W1970251998","https://openalex.org/W1980368190","https://openalex.org/W1983121187","https://openalex.org/W1988013511","https://openalex.org/W1994106556","https://openalex.org/W1995378367","https://openalex.org/W1998740918","https://openalex.org/W2007027431","https://openalex.org/W2014527937","https://openalex.org/W2016294327","https://openalex.org/W2018939388","https://openalex.org/W2020279151","https://openalex.org/W2021365718","https://openalex.org/W2032843080","https://openalex.org/W2039814685","https://openalex.org/W2043062223","https://openalex.org/W2045561498","https://openalex.org/W2047908882","https://openalex.org/W2055701877","https://openalex.org/W2056002197","https://openalex.org/W2059157016","https://openalex.org/W2064763032","https://openalex.org/W2064766209","https://openalex.org/W2077568681","https://openalex.org/W2077959367","https://openalex.org/W2090517140","https://openalex.org/W2091548549","https://openalex.org/W2091740860","https://openalex.org/W2094226320","https://openalex.org/W2096438157","https://openalex.org/W2102518549","https://openalex.org/W2109504569","https://openalex.org/W2111183635","https://openalex.org/W2124100711","https://openalex.org/W2124885415","https://openalex.org/W2132862423","https://openalex.org/W2143244606","https://openalex.org/W2146660913","https://openalex.org/W2153691814","https://openalex.org/W2157686154","https://openalex.org/W2161012525","https://openalex.org/W2163015397","https://openalex.org/W2166605198","https://openalex.org/W2168613088","https://openalex.org/W2169848059","https://openalex.org/W2170016732","https://openalex.org/W2170174559","https://openalex.org/W2171556239","https://openalex.org/W2294261714","https://openalex.org/W2472803348","https://openalex.org/W2500387364","https://openalex.org/W2552408584","https://openalex.org/W2560598022","https://openalex.org/W2584335703","https://openalex.org/W2593151843","https://openalex.org/W2605943010","https://openalex.org/W2740333758","https://openalex.org/W2752099845","https://openalex.org/W2771177173","https://openalex.org/W2771189628","https://openalex.org/W2773941630","https://openalex.org/W2784241156","https://openalex.org/W2788767722","https://openalex.org/W2795914279","https://openalex.org/W2795916109","https://openalex.org/W2877984652","https://openalex.org/W2891103751","https://openalex.org/W2899601017","https://openalex.org/W2911311425","https://openalex.org/W2917843901","https://openalex.org/W2941766203","https://openalex.org/W2942646859","https://openalex.org/W2948395303","https://openalex.org/W2948633693","https://openalex.org/W3001031067","https://openalex.org/W3013171296","https://openalex.org/W3085621369","https://openalex.org/W3100055683","https://openalex.org/W4210410600","https://openalex.org/W4211104602","https://openalex.org/W4231199405","https://openalex.org/W4233013831","https://openalex.org/W4238485264","https://openalex.org/W4240935443","https://openalex.org/W4242720322","https://openalex.org/W4247299913","https://openalex.org/W4250167534","https://openalex.org/W4292157289"],"related_works":["https://openalex.org/W2115350162","https://openalex.org/W2330145053","https://openalex.org/W4249875204","https://openalex.org/W4242620632","https://openalex.org/W3205440178","https://openalex.org/W4256069380","https://openalex.org/W2416520078","https://openalex.org/W2113606293","https://openalex.org/W2409656713","https://openalex.org/W4379618494"],"abstract_inverted_index":{"In":[0,29,56,113],"recent":[1],"years":[2],"there":[3],"has":[4],"been":[5],"an":[6],"increasing":[7],"trend":[8],"in":[9,66,80,95,108,142],"which":[10],"data":[11,54],"scientists":[12,51],"and":[13,86,105,156,162,169],"domain":[14],"experts":[15],"work":[16,89],"together":[17,134],"to":[18,34,69,115],"tackle":[19],"complex":[20],"scientific":[21,149],"questions.":[22],"However,":[23],"such":[24],"collaborations":[25],"often":[26],"face":[27],"challenges.":[28],"this":[30,36,143],"paper,":[31],"we":[32,59],"aim":[33],"decipher":[35],"collaboration":[37,82,103,111],"complexity":[38],"through":[39],"a":[40,122],"semi-structured":[41],"interview":[42,71],"study":[43],"with":[44,53,135,166],"22":[45],"interviewees":[46],"from":[47],"teams":[48],"of":[49,88,120,125,130,138],"bio-medical":[50],"collaborating":[52],"scientists.":[55],"the":[57,61,78,81,91,96,102,109,128,136,158,164],"analysis,":[58],"adopt":[60],"Olsons'":[62],"four-dimensions":[63],"framework":[64],"proposed":[65],"Distance":[67],"Matters":[68],"code":[70],"transcripts.":[72],"Our":[73],"findings":[74],"suggest":[75],"that":[76,93,154],"besides":[77],"glitches":[79],"readiness,":[83,85],"technology":[84],"coupling":[87],"dimensions,":[90],"tensions":[92],"exist":[94],"common":[97,126,132,140],"ground":[98,133,141],"building":[99,121],"process":[100,139,144],"influence":[101],"outcomes,":[104],"then":[106],"persist":[107],"actual":[110],"process.":[112],"contrast":[114],"prior":[116],"works'":[117],"general":[118],"account":[119],"high":[123],"level":[124],"ground,":[127],"breakdowns":[129],"content":[131],"strengthen":[137],"is":[145,155],"more":[146],"beneficial":[147],"for":[148],"discovery.":[150],"We":[151],"discuss":[152],"why":[153],"what":[157],"design":[159],"suggestions":[160],"are,":[161],"conclude":[163],"paper":[165],"future":[167],"directions":[168],"limitations.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":23},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2019-09-12T00:00:00"}
