{"id":"https://openalex.org/W7138248937","doi":"https://doi.org/10.48550/arxiv.2603.13286","title":"Advancing Trustworthy AI in Healthcare Through Meta-Research: Results of an Interdisciplinary Design-Thinking Workshop","display_name":"Advancing Trustworthy AI in Healthcare Through Meta-Research: Results of an Interdisciplinary Design-Thinking Workshop","publication_year":2026,"publication_date":"2026-02-27","ids":{"openalex":"https://openalex.org/W7138248937","doi":"https://doi.org/10.48550/arxiv.2603.13286"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.13286","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.13286","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.13286","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043800432","display_name":"Valerie Burger","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"B\u00fcrger, Valerie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119699040","display_name":"Marlie Besouw","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Besouw, Marlie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070243263","display_name":"Jana Fehr","orcid":"https://orcid.org/0000-0001-6183-2044"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fehr, Jana","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087507901","display_name":"Riana Minocher","orcid":"https://orcid.org/0000-0002-4614-1859"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Minocher, Riana","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129722117","display_name":"Emma Moorhead","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Moorhead, Emma","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129731762","display_name":"Isabel Velarde","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Velarde, Isabel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077603664","display_name":"Louis Agha-Mir-Salim","orcid":"https://orcid.org/0000-0002-2733-5084"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Agha-Mir-Salim, Louis","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033075709","display_name":"Julia Amann","orcid":"https://orcid.org/0000-0003-2155-5286"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amann, Julia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129670262","display_name":"Alexandra Bannach-Brown","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bannach-Brown, Alexandra","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129701693","display_name":"David B. Blumenthal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Blumenthal, David B.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069434396","display_name":"Kaitlyn Hair","orcid":"https://orcid.org/0000-0003-0180-7343"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hair, Kaitlyn","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129737077","display_name":"Bert Heinrichs","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Heinrichs, Bert","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037450272","display_name":"Moritz Herrmann","orcid":"https://orcid.org/0000-0002-4893-5812"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Herrmann, Moritz","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107587202","display_name":"Elizabeth Hofvenschiold","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hofvenschi\u00f6ld, Elizabeth","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017052411","display_name":"Sune Holm","orcid":"https://orcid.org/0000-0002-3812-7942"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Holm, Sune","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079724469","display_name":"Anne de Hond","orcid":"https://orcid.org/0000-0002-3473-3398"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"de Hond, Anne A. H.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035551430","display_name":"Sara Kijewski","orcid":"https://orcid.org/0000-0001-7781-7869"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kijewski, Sara","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020702389","display_name":"Stuart McLennan","orcid":"https://orcid.org/0000-0002-2019-6253"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"McLennan, Stuart","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129668326","display_name":"Timo Minssen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Minssen, Timo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043650939","display_name":"Marco S. Nobile","orcid":"https://orcid.org/0000-0002-7692-7203"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nobile, Marco S.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076705834","display_name":"Nico Pfeifer","orcid":"https://orcid.org/0000-0002-4647-8566"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pfeifer, Nico","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129667753","display_name":"Jessica L. Rohmann","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rohmann, Jessica L.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129714588","display_name":"Tony Ross-Hellauer","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ross-Hellauer, Tony","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031805291","display_name":"Marija Slavkovik","orcid":"https://orcid.org/0000-0003-2548-8623"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Slavkovik, Marija","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020410813","display_name":"Karin Tafur","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tafur, Karin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022347528","display_name":"Eleonora Vigan\u00f2","orcid":"https://orcid.org/0000-0002-1640-2763"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vigan\u00f2, Eleonora","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112671821","display_name":"Magnus Westerlund","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Westerlund, Magnus","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080618259","display_name":"Tracey L. Weissgerber","orcid":"https://orcid.org/0000-0002-7490-2600"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Weissgerber, Tracey","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5034493341","display_name":"Vince I. Madai","orcid":"https://orcid.org/0000-0002-8552-6954"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Madai, Vince I.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":29,"corresponding_author_ids":["https://openalex.org/A5043800432"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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":0.8446000218391418,"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":0.8446000218391418,"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":0.04879999905824661,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.02850000001490116,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.6848999857902527},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.6625000238418579},{"id":"https://openalex.org/keywords/clarity","display_name":"CLARITY","score":0.6543999910354614},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.47920000553131104},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.428600013256073},{"id":"https://openalex.org/keywords/government","display_name":"Government (linguistics)","score":0.3495999872684479},{"id":"https://openalex.org/keywords/health-professionals","display_name":"Health professionals","score":0.3111000061035156}],"concepts":[{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.6848999857902527},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.6625000238418579},{"id":"https://openalex.org/C2777146004","wikidata":"https://www.wikidata.org/wiki/Q14949826","display_name":"CLARITY","level":2,"score":0.6543999910354614},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.5990999937057495},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.47920000553131104},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.428600013256073},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39989998936653137},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3750999867916107},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37310001254081726},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3522999882698059},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.3495999872684479},{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.3111000061035156},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3100000023841858},{"id":"https://openalex.org/C153997805","wikidata":"https://www.wikidata.org/wiki/Q42240","display_name":"Research ethics","level":2,"score":0.30630001425743103},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.30550000071525574},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3043000102043152},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.26649999618530273}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.13286","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.13286","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.13286","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.13286","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8883394598960876,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Meta-research":[0],"and":[1,12,39,69,115,122,126,133,146,158,168,173],"Trustworthy":[2],"AI":[3,64],"(TAI)":[4],"share":[5],"common":[6,124],"goals,":[7],"namely":[8],"improving":[9],"evidence,":[10],"robustness,":[11,131],"transparency,":[13,141],"yet":[14],"there":[15],"is":[16],"very":[17],"little":[18],"interplay":[19],"between":[20,32],"the":[21,26,33,48,91,113],"two":[22],"fields.":[23],"To":[24],"investigate":[25],"potential":[27,72],"benefits":[28],"of":[29,35,90,106,118,128,140,156],"closer":[30],"collaboration":[31],"domains":[34],"TAI":[36,107,119],"in":[37,51,62,108,148],"healthcare":[38],"meta-research,":[40],"we":[41],"convened":[42],"an":[43,86],"interdisciplinary":[44,184],"workshop":[45,55],"funded":[46],"by":[47,75,85],"Volkswagen":[49],"Foundation":[50],"February":[52],"2025.":[53],"The":[54],"aimed":[56],"to":[57,70,102],"collaboratively":[58],"examine":[59],"key":[60],"challenges":[61,105,111],"translating":[63],"ethics":[65],"principles":[66],"into":[67],"practice":[68],"identify":[71,169],"solutions":[73],"informed":[74],"meta-research":[76,97],"approaches.":[77],"A":[78],"Design":[79],"Thinking-informed":[80],"co-creation":[81],"approach":[82],"was":[83],"followed":[84],"inductive":[87],"descriptive":[88],"analysis":[89],"outputs.":[92],"Our":[93],"results":[94],"demonstrate":[95],"how":[96],"can":[98],"offer":[99],"concrete":[100,170],"contributions":[101],"address":[103],"pressing":[104],"healthcare.":[109],"These":[110],"include":[112],"dynamic":[114],"complex":[116],"nature":[117],"ethical":[120],"requirements":[121],"principles,":[123],"terminology":[125],"understanding":[127],"TAI,":[129],"ensuring":[130],"replicability,":[132],"reproducibility,":[134],"choosing":[135],"adequate":[136],"evaluation":[137],"metrics,":[138],"lack":[139],"advancing":[142],"preclinical":[143],"biomedical":[144],"research,":[145,163],"validation":[147],"real-world":[149],"clinical":[150],"environments.":[151],"We":[152],"present":[153],"a":[154,159,180],"catalog":[155],"ideas":[157],"roadmap":[160],"for":[161,182],"future":[162,183],"which":[164],"synthesize":[165],"existing":[166],"interconnections":[167],"next":[171],"steps":[172],"open":[174],"research":[175],"gaps,":[176],"thereby":[177],"serving":[178],"as":[179],"foundation":[181],"efforts.":[185]},"counts_by_year":[],"updated_date":"2026-05-08T13:12:06.581006","created_date":"2026-03-18T00:00:00"}
