{"id":"https://openalex.org/W3003189162","doi":"https://doi.org/10.1007/s00146-020-00945-9","title":"Concordance as evidence in the Watson for Oncology decision-support system","display_name":"Concordance as evidence in the Watson for Oncology decision-support system","publication_year":2020,"publication_date":"2020-02-01","ids":{"openalex":"https://openalex.org/W3003189162","doi":"https://doi.org/10.1007/s00146-020-00945-9","mag":"3003189162"},"language":"en","primary_location":{"id":"doi:10.1007/s00146-020-00945-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00146-020-00945-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00146-020-00945-9.pdf","source":{"id":"https://openalex.org/S4210190517","display_name":"AI & Society","issn_l":"0951-5666","issn":["0951-5666","1435-5655"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI &amp; SOCIETY","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00146-020-00945-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011545975","display_name":"Aaro Tupasela","orcid":"https://orcid.org/0000-0003-1512-7533"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Aaro Tupasela","raw_affiliation_strings":["Faculty of Social Science, University of Helsinki, Unioninkatu 35, 00014, Helsinki, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Social Science, University of Helsinki, Unioninkatu 35, 00014, Helsinki, Finland","institution_ids":["https://openalex.org/I133731052"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021539907","display_name":"Ezio Di Nucci","orcid":"https://orcid.org/0000-0002-5734-6622"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Ezio Di Nucci","raw_affiliation_strings":["Centre for Medical Science and Technology Studies, University of Copenhagen, Copenhagen, Denmark"],"affiliations":[{"raw_affiliation_string":"Centre for Medical Science and Technology Studies, University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5011545975"],"corresponding_institution_ids":["https://openalex.org/I133731052"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":1.1908,"has_fulltext":true,"cited_by_count":40,"citation_normalized_percentile":{"value":0.81547924,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"35","issue":"4","first_page":"811","last_page":"818"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9995999932289124,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9911999702453613,"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/T10582","display_name":"Ethics in Clinical Research","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/concordance","display_name":"Concordance","score":0.9664584398269653},{"id":"https://openalex.org/keywords/watson","display_name":"Watson","score":0.905478835105896},{"id":"https://openalex.org/keywords/ibm","display_name":"IBM","score":0.6419187784194946},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.46643567085266113},{"id":"https://openalex.org/keywords/oncology","display_name":"Oncology","score":0.4329732656478882},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.33168816566467285},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.3266434669494629},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.25455331802368164},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2151724398136139}],"concepts":[{"id":"https://openalex.org/C160798450","wikidata":"https://www.wikidata.org/wiki/Q4230870","display_name":"Concordance","level":2,"score":0.9664584398269653},{"id":"https://openalex.org/C2776608531","wikidata":"https://www.wikidata.org/wiki/Q12253","display_name":"Watson","level":2,"score":0.905478835105896},{"id":"https://openalex.org/C70388272","wikidata":"https://www.wikidata.org/wiki/Q5968558","display_name":"IBM","level":2,"score":0.6419187784194946},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.46643567085266113},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.4329732656478882},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.33168816566467285},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3266434669494629},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.25455331802368164},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2151724398136139},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s00146-020-00945-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00146-020-00945-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00146-020-00945-9.pdf","source":{"id":"https://openalex.org/S4210190517","display_name":"AI & Society","issn_l":"0951-5666","issn":["0951-5666","1435-5655"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI &amp; SOCIETY","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/f6082de5-2109-4694-b5e2-87370f3bde0e","is_oa":true,"landing_page_url":"https://researchprofiles.ku.dk/da/publications/f6082de5-2109-4694-b5e2-87370f3bde0e","pdf_url":"https://curis.ku.dk/ws/files/235307198/Tupasela_DiNucci2020_Article_ConcordanceAsEvidenceInTheWats.pdf","source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Tupasela , A M & Di Nucci , E 2020 , ' Concordance as evidence in the Watson for Oncology decision-support system ' , AI & Society , vol. 35 , pp. 811\u2013818 . https://doi.org/10.1007/s00146-020-00945-9","raw_type":"article"},{"id":"pmh:oai:helda.helsinki.fi:10138/323635","is_oa":true,"landing_page_url":"http://hdl.handle.net/10138/323635","pdf_url":null,"source":{"id":"https://openalex.org/S4210213322","display_name":"Ty\u00f6v\u00e4entutkimus Vuosikirja","issn_l":"0784-1272","issn":["0784-1272","1459-7780"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1007/s00146-020-00945-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00146-020-00945-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00146-020-00945-9.pdf","source":{"id":"https://openalex.org/S4210190517","display_name":"AI & Society","issn_l":"0951-5666","issn":["0951-5666","1435-5655"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI &amp; SOCIETY","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.699999988079071,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310086","display_name":"Helsingin Yliopisto","ror":"https://ror.org/040af2s02"},{"id":"https://openalex.org/F4320310467","display_name":"Helsingin ja Uudenmaan Sairaanhoitopiiri","ror":"https://ror.org/020cpqb94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3003189162.pdf","grobid_xml":"https://content.openalex.org/works/W3003189162.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W568741874","https://openalex.org/W2010659747","https://openalex.org/W2024440102","https://openalex.org/W2036985943","https://openalex.org/W2058679122","https://openalex.org/W2081498072","https://openalex.org/W2340696859","https://openalex.org/W2531586652","https://openalex.org/W2555320763","https://openalex.org/W2568635620","https://openalex.org/W2597345357","https://openalex.org/W2618520320","https://openalex.org/W2750144484","https://openalex.org/W2759032578","https://openalex.org/W2772914503","https://openalex.org/W2774342688","https://openalex.org/W2783063799","https://openalex.org/W2785645041","https://openalex.org/W2789970635","https://openalex.org/W2790265810","https://openalex.org/W2796111644","https://openalex.org/W2888109941","https://openalex.org/W2889242407","https://openalex.org/W2889346090","https://openalex.org/W2901194671","https://openalex.org/W2903457573","https://openalex.org/W2906295032","https://openalex.org/W2913956055","https://openalex.org/W2932017708","https://openalex.org/W2946248970","https://openalex.org/W2950057240","https://openalex.org/W2951674724","https://openalex.org/W2952377701","https://openalex.org/W2954912334","https://openalex.org/W2967802428","https://openalex.org/W2974839292","https://openalex.org/W3007246772","https://openalex.org/W4249694579","https://openalex.org/W4253058889","https://openalex.org/W4255720972"],"related_works":["https://openalex.org/W2151363515","https://openalex.org/W2902037120","https://openalex.org/W3174693904","https://openalex.org/W2313409890","https://openalex.org/W2244083478","https://openalex.org/W4232759540","https://openalex.org/W2560584003","https://openalex.org/W2119897479","https://openalex.org/W1035030678","https://openalex.org/W4281622825"],"abstract_inverted_index":{"Abstract":[0],"Machine":[1],"learning":[2,115],"platforms":[3],"have":[4,78],"emerged":[5],"as":[6,52,54,90,92,118,150],"a":[7,19,113,119,125,151],"new":[8],"promissory":[9],"technology":[10],"that":[11,60,144,180,198],"some":[12,62,185],"argue":[13],"will":[14],"revolutionize":[15],"work":[16],"practices":[17],"across":[18],"broad":[20],"range":[21],"of":[22,66,105,121,147,153,155],"professions,":[23],"including":[24],"medical":[25],"care.":[26],"During":[27],"the":[28,46,64,73,96,103,129,138,145,162,167,177,192,196],"past":[29],"few":[30],"years,":[31],"IBM":[32,86],"has":[33],"been":[34,79],"testing":[35],"its":[36,173,202],"Watson":[37,97,139],"for":[38,98],"Oncology":[39,99,140],"platform":[40,74,141,163,193],"at":[41],"several":[42],"oncology":[43],"departments":[44],"around":[45],"world.":[47],"Published":[48],"reports,":[49],"news":[50],"stories,":[51],"well":[53],"our":[55],"own":[56],"empirical":[57],"research":[58],"show":[59],"in":[61],"cases,":[63],"levels":[65,108,149],"concordance":[67,88,107,148],"over":[68,187],"recommended":[69],"treatment":[70],"protocols":[71],"between":[72,109,132],"and":[75,112,137],"human":[76],"oncologists":[77,133],"quite":[80],"low.":[81],"Other":[82],"studies":[83,186],"supported":[84],"by":[85,142],"claim":[87],"rates":[89],"high":[91],"96%.":[93],"We":[94,123],"use":[95,146],"case":[100],"to":[101,128,166,183],"examine":[102],"practice":[104],"using":[106],"tumor":[110,135],"boards":[111,136],"machine":[114],"decision-support":[116],"system":[117],"form":[120,152],"evidence.":[122],"address":[124],"challenge":[126],"related":[127],"epistemic":[130],"authority":[131],"on":[134],"arguing":[143],"evidence":[154],"quality":[156],"or":[157],"trustworthiness":[158],"is":[159],"problematic.":[160],"Although":[161],"provides":[164],"links":[165],"literature":[168],"from":[169],"which":[170],"it":[171,175,181],"draws":[172],"conclusion,":[174],"obfuscates":[176],"scoring":[178,203],"criteria":[179],"uses":[182],"value":[184],"others.":[188],"In":[189],"other":[190],"words,":[191],"\u201cblack":[194],"boxes\u201d":[195],"values":[197],"are":[199],"coded":[200],"into":[201],"system.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":5}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
