{"id":"https://openalex.org/W7160904595","doi":"https://doi.org/10.1007/s43681-026-01155-7","title":"From the what to the how: why the stewardship of ethics implementation in AI healthcare matters","display_name":"From the what to the how: why the stewardship of ethics implementation in AI healthcare matters","publication_year":2026,"publication_date":"2026-05-12","ids":{"openalex":"https://openalex.org/W7160904595","doi":"https://doi.org/10.1007/s43681-026-01155-7"},"language":"en","primary_location":{"id":"doi:10.1007/s43681-026-01155-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43681-026-01155-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01155-7.pdf","source":{"id":"https://openalex.org/S4210170699","display_name":"AI and Ethics","issn_l":"2730-5953","issn":["2730-5953","2730-5961"],"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 and Ethics","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/s43681-026-01155-7.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021540886","display_name":"Magali Goirand","orcid":"https://orcid.org/0000-0003-3877-5701"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Magali Goirand","raw_affiliation_strings":["Australian Institute of Health Innovation, Macquarie University, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Institute of Health Innovation, Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135998826","display_name":"Elizabeth Austin","orcid":null},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Elizabeth Austin","raw_affiliation_strings":["Australian Institute of Health Innovation, Macquarie University, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Institute of Health Innovation, Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084159481","display_name":"Robyn Clay\u2010Williams","orcid":"https://orcid.org/0000-0002-6107-7445"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Robyn Clay-Williams","raw_affiliation_strings":["Australian Institute of Health Innovation, Macquarie University, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Institute of Health Innovation, Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5021540886"],"corresponding_institution_ids":["https://openalex.org/I99043593"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.84501845,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"6","issue":"3","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":0.6765999794006348,"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":0.6765999794006348,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.08160000294446945,"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"}},{"id":"https://openalex.org/T11953","display_name":"Neuroethics, Human Enhancement, Biomedical Innovations","score":0.026100000366568565,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stewardship","display_name":"Stewardship (theology)","score":0.7294999957084656},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5659000277519226},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5098000168800354},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4593999981880188},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4408999979496002},{"id":"https://openalex.org/keywords/citizen-journalism","display_name":"Citizen journalism","score":0.42660000920295715},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4146000146865845}],"concepts":[{"id":"https://openalex.org/C2777950569","wikidata":"https://www.wikidata.org/wiki/Q17021836","display_name":"Stewardship (theology)","level":3,"score":0.7294999957084656},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5659000277519226},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.5465999841690063},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5098000168800354},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.499099999666214},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4593999981880188},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.4474000036716461},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4408999979496002},{"id":"https://openalex.org/C203663800","wikidata":"https://www.wikidata.org/wiki/Q848979","display_name":"Citizen journalism","level":2,"score":0.42660000920295715},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4146000146865845},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.388700008392334},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3634999990463257},{"id":"https://openalex.org/C2985871740","wikidata":"https://www.wikidata.org/wiki/Q1637368","display_name":"Task force","level":2,"score":0.36230000853538513},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3488999903202057},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.33880001306533813},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3012000024318695},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.2874999940395355},{"id":"https://openalex.org/C109986646","wikidata":"https://www.wikidata.org/wiki/Q546113","display_name":"Public policy","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C46295352","wikidata":"https://www.wikidata.org/wiki/Q207982","display_name":"Legitimacy","level":3,"score":0.27889999747276306},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.26980000734329224},{"id":"https://openalex.org/C3116431","wikidata":"https://www.wikidata.org/wiki/Q31728","display_name":"Public administration","level":1,"score":0.26649999618530273}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s43681-026-01155-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43681-026-01155-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01155-7.pdf","source":{"id":"https://openalex.org/S4210170699","display_name":"AI and Ethics","issn_l":"2730-5953","issn":["2730-5953","2730-5961"],"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 and Ethics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s43681-026-01155-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43681-026-01155-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01155-7.pdf","source":{"id":"https://openalex.org/S4210170699","display_name":"AI and Ethics","issn_l":"2730-5953","issn":["2730-5953","2730-5961"],"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 and Ethics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320591","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7160904595.pdf","grobid_xml":"https://content.openalex.org/works/W7160904595.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2287147465","https://openalex.org/W2596192549","https://openalex.org/W2610332124","https://openalex.org/W2902802452","https://openalex.org/W2908201961","https://openalex.org/W2981869278","https://openalex.org/W3008926701","https://openalex.org/W3197709363","https://openalex.org/W4245758624","https://openalex.org/W4388215129","https://openalex.org/W4395676198","https://openalex.org/W4402559330","https://openalex.org/W4406081553","https://openalex.org/W4407146857","https://openalex.org/W4411535225","https://openalex.org/W4414879239","https://openalex.org/W4416329978","https://openalex.org/W7115737694","https://openalex.org/W7135026029"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"The":[1],"release":[2],"of":[3,23,77,95,126,131],"Generative":[4,18,38],"AI":[5,19,39,113],"and":[6,47,80,99,107,116],"its":[7,117],"availability":[8],"to":[9,21,82,92,140],"the":[10,24,42,75,78,93,105,112,127],"general":[11],"population":[12],"was":[13,30],"a":[14,36,89,121],"game":[15],"changer.":[16],"Making":[17],"accessible":[20],"members":[22],"public":[25],"opened":[26],"up":[27],"knowledge":[28],"that":[29],"previously":[31],"guarded":[32],"by":[33,52],"experts.":[34],"As":[35],"result,":[37],"is":[40,88,120],"changing":[41],"relationship":[43],"between":[44,111],"AI,":[45],"patient":[46],"clinicians.":[48],"Ethics":[49],"guidelines":[50,67],"issued":[51],"governments":[53],"lay":[54],"out":[55],"what":[56],"should":[57],"be":[58],"considered":[59],"when":[60],"implementing":[61,96],"AI-enabled":[62,97],"healthcare.":[63],"However,":[64,103],"how":[65,81,139],"these":[66],"are":[68],"implemented":[69],"matters.":[70],"This":[71],"perspective":[72],"reflects":[73],"on":[74],"complexity":[76],"task,":[79],"go":[83],"about":[84,138],"it.":[85],"Systems":[86],"Thinking":[87],"well-suited":[90],"discipline":[91],"task":[94],"healthcare":[98],"involves":[100],"participatory":[101],"processes.":[102],"given":[104],"financial":[106],"epistemic":[108],"power":[109],"imbalance":[110],"technology":[114],"owners":[115],"users,":[118],"there":[119],"need":[122],"for":[123],"strong":[124],"stewardship":[125],"process.":[128],"First":[129],"Nations":[130],"Australia":[132],"cultural":[133],"processes":[134],"offer":[135],"possible":[136],"guidance":[137],"enact":[141],"this":[142],"stewardship.":[143]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-05-13T00:00:00"}