{"id":"https://openalex.org/W4415978378","doi":"https://doi.org/10.1038/s41746-026-02587-5","title":"A qualitative Interview Study Investigating Patient, Health Professional, and Developer Perspectives on Real-World Implementation of Patient-Centered AI Systems","display_name":"A qualitative Interview Study Investigating Patient, Health Professional, and Developer Perspectives on Real-World Implementation of Patient-Centered AI Systems","publication_year":2025,"publication_date":"2025-11-07","ids":{"openalex":"https://openalex.org/W4415978378","doi":"https://doi.org/10.1038/s41746-026-02587-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/41282085"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-026-02587-5","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-026-02587-5","pdf_url":"https://www.nature.com/articles/s41746-026-02587-5.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"type":"preprint","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-026-02587-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012833514","display_name":"Natalie C. Benda","orcid":"https://orcid.org/0000-0002-3256-0243"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]},{"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":"Natalie Benda","raw_affiliation_strings":["School of Nursing, Columbia University, New York, NY, USA","Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078675744","display_name":"Pooja Desai","orcid":"https://orcid.org/0000-0002-4510-4896"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]},{"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":"Pooja Desai","raw_affiliation_strings":["Department of Biomedical Informatics, Columbia University, New York, NY, USA","Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093736104","display_name":"Zayan Reza","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]},{"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":"Zayan Reza","raw_affiliation_strings":["Mailman School of Public Health, Columbia University, New York, NY, USA","Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mailman School of Public Health, Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116878206","display_name":"Victoria M. Winogora","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]},{"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":"Victoria Winogora","raw_affiliation_strings":["School of Nursing, Columbia University, New York, NY, USA","Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093721800","display_name":"Uday Suresh","orcid":"https://orcid.org/0000-0002-9309-7264"},"institutions":[{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Uday Suresh","raw_affiliation_strings":["Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA","Vanderbilt University Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA","institution_ids":["https://openalex.org/I901861585"]},{"raw_affiliation_string":"Vanderbilt University Medical Center","institution_ids":["https://openalex.org/I901861585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102798196","display_name":"Yiye Zhang","orcid":"https://orcid.org/0000-0003-3494-2699"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]},{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yiye Zhang","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA","Weill Cornell Medicine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]},{"raw_affiliation_string":"Weill Cornell Medicine","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049188619","display_name":"Alison Hermann","orcid":"https://orcid.org/0000-0002-7008-7602"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]},{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alison Hermann","raw_affiliation_strings":["Department of Psychiatry, Weill Cornell Medicine, New York, NY, USA","Weill Cornell Medicine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Weill Cornell Medicine, New York, NY, USA","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]},{"raw_affiliation_string":"Weill Cornell Medicine","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066250488","display_name":"Rochelle Joly","orcid":"https://orcid.org/0000-0002-1551-2434"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]},{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rochelle Joly","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Weill Cornell Medicine, New York, NY, USA","Weill Cornell Medicine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Weill Cornell Medicine, New York, NY, USA","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]},{"raw_affiliation_string":"Weill Cornell Medicine","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051691741","display_name":"Jyotishman Pathak","orcid":"https://orcid.org/0000-0002-4856-410X"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]},{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]},{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jyotishman Pathak","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA","Arizona State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]},{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006691352","display_name":"Meghan Reading Turchioe","orcid":"https://orcid.org/0000-0002-6264-6320"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]},{"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":true,"raw_author_name":"Meghan Reading Turchioe","raw_affiliation_strings":["School of Nursing, Columbia University, New York, NY, USA. mr3554@cumc.columbia.edu","Columbia University Irving Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Columbia University, New York, NY, USA. mr3554@cumc.columbia.edu","institution_ids":["https://openalex.org/I2799503643","https://openalex.org/I78577930"]},{"raw_affiliation_string":"Columbia University Irving Medical Center","institution_ids":["https://openalex.org/I2799503643"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5006691352"],"corresponding_institution_ids":["https://openalex.org/I2799503643","https://openalex.org/I78577930"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21699694,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"1","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":0.4174000024795532,"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":0.4174000024795532,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.12549999356269836,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.0681999996304512,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-professionals","display_name":"Health professionals","score":0.5716999769210815},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.4779999852180481},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.46869999170303345},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.39809998869895935},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.3806000053882599},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.3352999985218048}],"concepts":[{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.5716999769210815},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.49799999594688416},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.4779999852180481},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.46869999170303345},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.4666000008583069},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.39809998869895935},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.3806000053882599},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.36390000581741333},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.34360000491142273},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3352999985218048},{"id":"https://openalex.org/C188084074","wikidata":"https://www.wikidata.org/wiki/Q194294","display_name":"Bioethics","level":2,"score":0.33250001072883606},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.31029999256134033},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.30570000410079956},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2937999963760376},{"id":"https://openalex.org/C156325361","wikidata":"https://www.wikidata.org/wiki/Q1152864","display_name":"Grounded theory","level":3,"score":0.2793000042438507},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.27230000495910645},{"id":"https://openalex.org/C87156501","wikidata":"https://www.wikidata.org/wiki/Q7268708","display_name":"Qualitative property","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C3017977704","wikidata":"https://www.wikidata.org/wiki/Q18745135","display_name":"Health data","level":3,"score":0.2549000084400177}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.1038/s41746-026-02587-5","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-026-02587-5","pdf_url":"https://www.nature.com/articles/s41746-026-02587-5.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},{"id":"doi:10.21203/rs.3.rs-7908218/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-7908218/v1","pdf_url":"https://www.researchsquare.com/article/rs-7908218/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},{"id":"pmid:41282085","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41282085","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Research square","raw_type":null},{"id":"pmid:42086913","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42086913","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:4a63c35dfd894d1995f74b06e172164f","is_oa":true,"landing_page_url":"https://doaj.org/article/4a63c35dfd894d1995f74b06e172164f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 9, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11444786","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12637806","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:13144722","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13144722/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"NPJ Digit Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-026-02587-5","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-026-02587-5","pdf_url":"https://www.nature.com/articles/s41746-026-02587-5.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G131384962","display_name":null,"funder_award_id":"R41MH124581-S1","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"},{"id":"https://openalex.org/G2338315066","display_name":null,"funder_award_id":"R41MH124581","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"}],"funders":[{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415978378.pdf","grobid_xml":"https://content.openalex.org/works/W4415978378.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W2799723178","https://openalex.org/W2926287779","https://openalex.org/W3011882394","https://openalex.org/W3044246896","https://openalex.org/W3046238651","https://openalex.org/W3196768570","https://openalex.org/W3198967544","https://openalex.org/W3204979371","https://openalex.org/W3211034094","https://openalex.org/W3212070912","https://openalex.org/W4220765426","https://openalex.org/W4240413282","https://openalex.org/W4295047651","https://openalex.org/W4313482890","https://openalex.org/W4318966368","https://openalex.org/W4322767845","https://openalex.org/W4387599343","https://openalex.org/W4387701107","https://openalex.org/W4400495042","https://openalex.org/W4403782194","https://openalex.org/W4403880728","https://openalex.org/W4404582717","https://openalex.org/W4406051975","https://openalex.org/W4406430628","https://openalex.org/W4411056120","https://openalex.org/W4411175292","https://openalex.org/W4411829726"],"related_works":[],"abstract_inverted_index":{"Our":[0,70,199],"objective":[1],"was":[2],"to":[3,66,118,134,148,165,232],"triangulate":[4],"patient,":[5],"health":[6,27,48,114,146,153,211,222,233],"professional,":[7],"and":[8,32,47,82,116,139,191,197,221,235,237],"developer":[9],"perspectives":[10],"for":[11,56,59,184,215],"implementing":[12,238],"patient-centered":[13,206],"artificial":[14],"intelligence":[15],"(AI)":[16],"systems.":[17],"We":[18,38,51],"conducted":[19],"semi-structured":[20],"interviews":[21],"with":[22,213],"patients":[23,117,220],"(N":[24,29,35],"=":[25,30,36],"18),":[26],"professionals":[28,115,147,154,212,223,234],"8),":[31],"AI":[33,94,107,124,150,178,207,230,242],"developers":[34],"8).":[37],"created":[39],"interview":[40,75],"guides":[41],"informed":[42],"by":[43,93,112],"frameworks":[44],"in":[45],"bioethics":[46],"information":[49],"informatics.":[50],"utilized":[52],"a":[53,63],"predictive":[54],"algorithm":[55],"determining":[57],"risk":[58],"postpartum":[60],"depression":[61],"as":[62],"use":[64],"case":[65],"concretize":[67],"our":[68],"discussions.":[69],"team":[71],"analyzed":[72],"transcripts":[73],"from":[74],"recordings":[76],"using":[77],"thematic,":[78],"directed":[79],"content":[80],"analysis":[81],"the":[83,136,161,225],"constant":[84],"comparative":[85],"process.":[86],"Participants":[87,168],"found":[88],"mitigating":[89],"potential":[90],"harms":[91],"caused":[92],"(e.g.,":[95],"bias,":[96],"stigma,":[97],"or":[98,163],"patient":[99],"anxiety)":[100],"greatly":[101],"important.":[102],"They":[103],"also":[104,169],"believed":[105],"that":[106],"must":[108],"provide":[109],"clinical":[110],"benefits":[111],"allowing":[113],"easily":[119],"take":[120,127],"actions":[121,186],"based":[122,188],"on":[123,189],"output.":[125],"To":[126],"safe":[128],"action,":[129],"end":[130],"users":[131],"needed":[132],"transparency":[133],"understand":[135],"AI's":[137],"accuracy":[138],"predictors":[140],"driving":[141],"risk.":[142],"Patient":[143],"participants":[144],"wanted":[145],"interpret":[149],"output,":[151],"but":[152],"did":[155],"not":[156],"always":[157],"feel":[158],"they":[159],"had":[160],"time":[162],"training":[164],"do":[166],"so.":[167],"raised":[170],"concerns":[171],"regarding":[172,193],"how":[173],"data":[174,194],"quality":[175],"may":[176,181],"affect":[177],"accuracy,":[179],"who":[180],"be":[182],"responsible":[183],"inappropriate":[185],"taken":[187],"AI,":[190],"issues":[192],"security,":[195],"privacy,":[196],"accessibility.":[198],"results":[200],"support":[201],"real-world":[202],"implementation":[203],"of":[204,241],"more":[205],"tools":[208],"by:":[209],"providing":[210],"competencies":[214],"discussing":[216],"AI-based":[217],"risks;":[218],"engaging":[219],"throughout":[224],"development":[226],"process;":[227],"inclusively":[228],"communicating":[229],"output":[231],"patients;":[236],"multi-layer":[239],"systems":[240],"governance.":[243]},"counts_by_year":[],"updated_date":"2026-07-03T08:13:44.112507","created_date":"2025-11-07T00:00:00"}
