{"id":"https://openalex.org/W4404418395","doi":"https://doi.org/10.1093/jamia/ocae255","title":"Machine learning-based prediction models in medical decision-making in kidney disease: patient, caregiver, and clinician perspectives on trust and appropriate use","display_name":"Machine learning-based prediction models in medical decision-making in kidney disease: patient, caregiver, and clinician perspectives on trust and appropriate use","publication_year":2024,"publication_date":"2024-11-14","ids":{"openalex":"https://openalex.org/W4404418395","doi":"https://doi.org/10.1093/jamia/ocae255","pmid":"https://pubmed.ncbi.nlm.nih.gov/39545362"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocae255","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocae255","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11648714/pdf/ocae255.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010889101","display_name":"Jessica Sperling","orcid":"https://orcid.org/0000-0002-2443-3762"},"institutions":[{"id":"https://openalex.org/I1284584826","display_name":"Social Science Research Council","ror":"https://ror.org/006cvnv84","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1284584826"]},{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jessica Sperling","raw_affiliation_strings":["Clinical and Translational Science Institute, Duke University School of Medicine , Durham, NC 27701,","Department of Medicine, Duke University School of Medicine , Durham, NC 27708,","Social Science Research Institute, Duke University , Durham, NC 27708,","Department of Medicine, Duke University School of Medicine, Durham, NC 27708, United States","Clinical and Translational Science Institute, Duke University School of Medicine, Durham, NC 27701, United States","Social Science Research Institute, Duke University, Durham, NC 27708, United States"],"raw_orcid":"https://orcid.org/0000-0002-2443-3762","affiliations":[{"raw_affiliation_string":"Clinical and Translational Science Institute, Duke University School of Medicine , Durham, NC 27701,","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Department of Medicine, Duke University School of Medicine , Durham, NC 27708,","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Social Science Research Institute, Duke University , Durham, NC 27708,","institution_ids":["https://openalex.org/I1284584826","https://openalex.org/I170897317"]},{"raw_affiliation_string":"Department of Medicine, Duke University School of Medicine, Durham, NC 27708, United States","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Clinical and Translational Science Institute, Duke University School of Medicine, Durham, NC 27701, United States","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Social Science Research Institute, Duke University, Durham, NC 27708, United States","institution_ids":["https://openalex.org/I1284584826","https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066112167","display_name":"Whitney Welsh","orcid":"https://orcid.org/0009-0006-8749-3080"},"institutions":[{"id":"https://openalex.org/I1284584826","display_name":"Social Science Research Council","ror":"https://ror.org/006cvnv84","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1284584826"]},{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Whitney Welsh","raw_affiliation_strings":["Social Science Research Institute, Duke University , Durham, NC 27708,","Social Science Research Institute, Duke University, Durham, NC 27708, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Social Science Research Institute, Duke University , Durham, NC 27708,","institution_ids":["https://openalex.org/I1284584826","https://openalex.org/I170897317"]},{"raw_affiliation_string":"Social Science Research Institute, Duke University, Durham, NC 27708, United States","institution_ids":["https://openalex.org/I1284584826","https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114662181","display_name":"Erin Haseley","orcid":null},"institutions":[{"id":"https://openalex.org/I1284584826","display_name":"Social Science Research Council","ror":"https://ror.org/006cvnv84","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1284584826"]},{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Erin Haseley","raw_affiliation_strings":["Social Science Research Institute, Duke University , Durham, NC 27708,","Social Science Research Institute, Duke University, Durham, NC 27708, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Social Science Research Institute, Duke University , Durham, NC 27708,","institution_ids":["https://openalex.org/I1284584826","https://openalex.org/I170897317"]},{"raw_affiliation_string":"Social Science Research Institute, Duke University, Durham, NC 27708, United States","institution_ids":["https://openalex.org/I1284584826","https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051002118","display_name":"Stella Quenstedt","orcid":null},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stella Quenstedt","raw_affiliation_strings":["Clinical and Translational Science Institute, Duke University School of Medicine , Durham, NC 27701,","Clinical and Translational Science Institute, Duke University School of Medicine, Durham, NC 27701, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical and Translational Science Institute, Duke University School of Medicine , Durham, NC 27701,","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Clinical and Translational Science Institute, Duke University School of Medicine, Durham, NC 27701, United States","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107045804","display_name":"Perusi B Muhigaba","orcid":null},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Perusi B Muhigaba","raw_affiliation_strings":["Clinical and Translational Science Institute, Duke University School of Medicine , Durham, NC 27701,","Clinical and Translational Science Institute, Duke University School of Medicine, Durham, NC 27701, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical and Translational Science Institute, Duke University School of Medicine , Durham, NC 27701,","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Clinical and Translational Science Institute, Duke University School of Medicine, Durham, NC 27701, United States","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055284401","display_name":"Adrian Brown","orcid":"https://orcid.org/0000-0002-7514-8646"},"institutions":[{"id":"https://openalex.org/I1284584826","display_name":"Social Science Research Council","ror":"https://ror.org/006cvnv84","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1284584826"]},{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adrian Brown","raw_affiliation_strings":["Social Science Research Institute, Duke University , Durham, NC 27708,","Social Science Research Institute, Duke University, Durham, NC 27708, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Social Science Research Institute, Duke University , Durham, NC 27708,","institution_ids":["https://openalex.org/I1284584826","https://openalex.org/I170897317"]},{"raw_affiliation_string":"Social Science Research Institute, Duke University, Durham, NC 27708, United States","institution_ids":["https://openalex.org/I1284584826","https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070492230","display_name":"Patti L. Ephraim","orcid":"https://orcid.org/0009-0005-9178-0413"},"institutions":[{"id":"https://openalex.org/I1302444339","display_name":"Northwell Health","ror":"https://ror.org/02bxt4m23","country_code":"US","type":"funder","lineage":["https://openalex.org/I1302444339"]},{"id":"https://openalex.org/I1327576362","display_name":"Feinstein Institute for Medical Research","ror":"https://ror.org/05dnene97","country_code":"US","type":"facility","lineage":["https://openalex.org/I1302444339","https://openalex.org/I1327576362"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Patti Ephraim","raw_affiliation_strings":["Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health , Manhasset, NY 11030,","Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health , Manhasset, NY 11030,","institution_ids":["https://openalex.org/I1327576362","https://openalex.org/I1302444339"]},{"raw_affiliation_string":"Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States","institution_ids":["https://openalex.org/I1327576362","https://openalex.org/I1302444339"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057195638","display_name":"Tariq Shafi","orcid":"https://orcid.org/0000-0002-7222-4666"},"institutions":[{"id":"https://openalex.org/I1295876152","display_name":"Houston Methodist","ror":"https://ror.org/027zt9171","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1295876152"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tariq Shafi","raw_affiliation_strings":["Department of Medicine, Houston Methodist , Houston, TX 77030,","Department of Medicine, Houston Methodist, Houston, TX 77030, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, Houston Methodist , Houston, TX 77030,","institution_ids":["https://openalex.org/I1295876152"]},{"raw_affiliation_string":"Department of Medicine, Houston Methodist, Houston, TX 77030, United States","institution_ids":["https://openalex.org/I1295876152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114662182","display_name":"Michael Waitzkin","orcid":null},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Waitzkin","raw_affiliation_strings":["Science & Society, Duke University , Durham, NC 27708,","Science & Society, Duke University, Durham, NC 27708, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science & Society, Duke University , Durham, NC 27708,","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Science & Society, Duke University, Durham, NC 27708, United States","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084810938","display_name":"David Casarett","orcid":null},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Casarett","raw_affiliation_strings":["Department of Medicine, Duke University School of Medicine , Durham, NC 27708,","Department of Medicine, Duke University School of Medicine, Durham, NC 27708, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, Duke University School of Medicine , Durham, NC 27708,","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Department of Medicine, Duke University School of Medicine, Durham, NC 27708, United States","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067727757","display_name":"Benjamin A. Goldstein","orcid":"https://orcid.org/0000-0001-5261-3632"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benjamin A Goldstein","raw_affiliation_strings":["Department of Biostatistics and Bioinformatics, Duke University School of Medicine , Durham, NC 27708,","Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC 27708, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Duke University School of Medicine , Durham, NC 27708,","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC 27708, United States","institution_ids":["https://openalex.org/I170897317"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5010889101"],"corresponding_institution_ids":["https://openalex.org/I1284584826","https://openalex.org/I170897317"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":0.9142,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.77101979,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"32","issue":"1","first_page":"51","last_page":"62"},"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":0.3395000100135803,"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":0.3395000100135803,"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/T10291","display_name":"Dialysis and Renal Disease Management","score":0.26260000467300415,"subfield":{"id":"https://openalex.org/subfields/2727","display_name":"Nephrology"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.07720000296831131,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.847255289554596},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.5988479256629944},{"id":"https://openalex.org/keywords/stakeholder","display_name":"Stakeholder","score":0.5563437938690186},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.48224884271621704},{"id":"https://openalex.org/keywords/respondent","display_name":"Respondent","score":0.4420029819011688},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.4205324351787567},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.4169856011867523},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.41106748580932617},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.375487744808197},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.34000521898269653},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28935545682907104}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.847255289554596},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.5988479256629944},{"id":"https://openalex.org/C201305675","wikidata":"https://www.wikidata.org/wiki/Q852998","display_name":"Stakeholder","level":2,"score":0.5563437938690186},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.48224884271621704},{"id":"https://openalex.org/C2776640315","wikidata":"https://www.wikidata.org/wiki/Q7315941","display_name":"Respondent","level":2,"score":0.4420029819011688},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.4205324351787567},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.4169856011867523},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.41106748580932617},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.375487744808197},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34000521898269653},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28935545682907104},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080536","descriptor_name":"Decision Making, Shared","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080536","descriptor_name":"Decision Making, Shared","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080536","descriptor_name":"Decision Making, Shared","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080536","descriptor_name":"Decision Making, Shared","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080536","descriptor_name":"Decision Making, Shared","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080536","descriptor_name":"Decision Making, Shared","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080536","descriptor_name":"Decision Making, Shared","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080536","descriptor_name":"Decision Making, Shared","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006435","descriptor_name":"Renal Dialysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006435","descriptor_name":"Renal Dialysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006435","descriptor_name":"Renal Dialysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006435","descriptor_name":"Renal Dialysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006435","descriptor_name":"Renal Dialysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006435","descriptor_name":"Renal Dialysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006435","descriptor_name":"Renal Dialysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006435","descriptor_name":"Renal Dialysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017028","descriptor_name":"Caregivers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017028","descriptor_name":"Caregivers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017028","descriptor_name":"Caregivers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017028","descriptor_name":"Caregivers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017028","descriptor_name":"Caregivers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017028","descriptor_name":"Caregivers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017028","descriptor_name":"Caregivers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017028","descriptor_name":"Caregivers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017144","descriptor_name":"Focus Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017144","descriptor_name":"Focus Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017144","descriptor_name":"Focus Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017144","descriptor_name":"Focus Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017144","descriptor_name":"Focus Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017144","descriptor_name":"Focus Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017144","descriptor_name":"Focus Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017144","descriptor_name":"Focus Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1093/jamia/ocae255","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocae255","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:39545362","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39545362","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":"Journal of the American Medical Informatics Association : JAMIA","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11648714","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11648714/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11648714/pdf/ocae255.pdf","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"},{"id":"pmh:oai:europepmc.org:11416414","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11648714","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":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:pubmedcentral.nih.gov:11648714","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11648714/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11648714/pdf/ocae255.pdf","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"},"sustainable_development_goals":[{"score":0.699999988079071,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G379556902","display_name":null,"funder_award_id":"R01 DK123062","funder_id":"https://openalex.org/F4320337357","funder_display_name":"National Institute of Diabetes and Digestive and Kidney Diseases"},{"id":"https://openalex.org/G5619167784","display_name":null,"funder_award_id":"P2C HD065563","funder_id":"https://openalex.org/F4320337611","funder_display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development"},{"id":"https://openalex.org/G8463706638","display_name":null,"funder_award_id":"3R01DK123062","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337357","display_name":"National Institute of Diabetes and Digestive and Kidney Diseases","ror":"https://ror.org/00adh9b73"},{"id":"https://openalex.org/F4320337611","display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","ror":"https://ror.org/04byxyr05"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404418395.pdf"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W1655516000","https://openalex.org/W1924618820","https://openalex.org/W1976014191","https://openalex.org/W2041927436","https://openalex.org/W2054076956","https://openalex.org/W2099963002","https://openalex.org/W2105773669","https://openalex.org/W2120901831","https://openalex.org/W2122424482","https://openalex.org/W2126315545","https://openalex.org/W2157603500","https://openalex.org/W2161491673","https://openalex.org/W2273875352","https://openalex.org/W2750506567","https://openalex.org/W2752581928","https://openalex.org/W2796480735","https://openalex.org/W2888967035","https://openalex.org/W2914471696","https://openalex.org/W2929139003","https://openalex.org/W2942858056","https://openalex.org/W2966293728","https://openalex.org/W2999885075","https://openalex.org/W3012875567","https://openalex.org/W3013171296","https://openalex.org/W3014246070","https://openalex.org/W3015375011","https://openalex.org/W3035885149","https://openalex.org/W3036458852","https://openalex.org/W3044246896","https://openalex.org/W3046238651","https://openalex.org/W3083610965","https://openalex.org/W3093861859","https://openalex.org/W3095323780","https://openalex.org/W3102100346","https://openalex.org/W3106297998","https://openalex.org/W3117511502","https://openalex.org/W3118929067","https://openalex.org/W3129259813","https://openalex.org/W3164731060","https://openalex.org/W3198956102","https://openalex.org/W3210030168","https://openalex.org/W3210233359","https://openalex.org/W3211034094","https://openalex.org/W4205116857","https://openalex.org/W4210739840","https://openalex.org/W4281731651","https://openalex.org/W4285030685","https://openalex.org/W4285799063","https://openalex.org/W4378472572","https://openalex.org/W4387940598","https://openalex.org/W4388347968","https://openalex.org/W4388540989","https://openalex.org/W4388792924","https://openalex.org/W4388816376","https://openalex.org/W4391070491","https://openalex.org/W4392002146","https://openalex.org/W4392456202","https://openalex.org/W4393274269","https://openalex.org/W4396806804","https://openalex.org/W4399447219"],"related_works":["https://openalex.org/W3178074139","https://openalex.org/W2046929026","https://openalex.org/W2779278343","https://openalex.org/W1996434451","https://openalex.org/W1569026615","https://openalex.org/W2791725133","https://openalex.org/W2338117633","https://openalex.org/W2112831187","https://openalex.org/W2122149485","https://openalex.org/W4232131108"],"abstract_inverted_index":{"OBJECTIVES:":[0],"This":[1,205],"study":[2,206],"aims":[3],"to":[4,180,208,237],"improve":[5],"the":[6,101,220],"ethical":[7,146],"use":[8,158,182,246],"of":[9,36,89,127,137,139],"machine":[10],"learning":[11],"(ML)-based":[12],"clinical":[13,161],"prediction":[14],"models":[15],"(CPMs)":[16],"in":[17,100,108,125,152,200],"shared":[18,160],"decision-making":[19,162],"for":[20,145,159,203,214,225,251],"patients":[21],"with":[22,55,93,110],"kidney":[23],"failure":[24],"on":[25,95,211],"dialysis.":[26],"We":[27,46],"explore":[28],"factors":[29,98],"that":[30,170,183,241],"inform":[31],"acceptability,":[32,153],"interpretability,":[33,212],"and":[34,48,65,75,103,113,130,156,177,189,223,235,247],"implementation":[35],"ML-based":[37,90,140],"CPMs":[38],"among":[39,116],"multiple":[40],"constituent":[41],"groups.":[42],"MATERIALS":[43],"AND":[44,134],"METHODS:":[45],"collected":[47],"analyzed":[49],"qualitative":[50],"data":[51,96,175],"from":[52],"focus":[53],"groups":[54,231],"varied":[56],"end":[57,187],"users,":[58],"including:":[59],"dialysis":[60,67,72],"support":[61,68,144],"providers":[62,64,69],"(clinical":[63],"additional":[66],"such":[70],"as":[71],"clinic":[73],"staff":[74],"social":[76],"workers);":[77],"patients;":[78],"patients'":[79],"caregivers":[80,236],"(n":[81],"=":[82],"52).":[83],"RESULTS:":[84],"Participants":[85],"were":[86,119],"broadly":[87],"accepting":[88],"CPMs,":[91],"but":[92,122,148,192],"concerns":[94],"sources,":[97],"included":[99],"model,":[102],"accuracy.":[104],"Use":[105],"was":[106],"desired":[107],"conjunction":[109],"providers'":[111],"views":[112],"explanations.":[114],"Differences":[115],"respondent":[117],"types":[118],"minimal":[120],"overall":[121],"most":[123],"prevalent":[124],"discussions":[126],"CPM":[128,141],"presentation":[129],"model":[131,154,157,221],"use.":[132,204],"DISCUSSION":[133],"CONCLUSION:":[135],"Evidence":[136],"acceptability":[138],"usage":[142],"provides":[143],"use,":[147],"numerous":[149,229],"specific":[150,168,239],"considerations":[151,240],"construction,":[155],"must":[163],"be":[164,172],"considered.":[165],"There":[166],"are":[167,194],"steps":[169],"could":[171],"taken":[173],"by":[174,186],"scientists":[176],"health":[178,244],"systems":[179],"engender":[181],"is":[184],"accepted":[185],"users":[188],"facilitates":[190],"trust,":[191],"there":[193],"also":[195],"ongoing":[196],"barriers":[197],"or":[198],"challenges":[199],"addressing":[201],"desires":[202],"contributes":[207],"emerging":[209],"literature":[210],"mechanisms":[213],"sharing":[215],"complexities,":[216],"including":[217,232],"uncertainty":[218],"regarding":[219],"results,":[222],"implications":[224],"decision-making.":[226],"It":[227],"examines":[228],"stakeholder":[230],"providers,":[233],"patients,":[234],"provide":[238,248],"can":[242],"influence":[243],"system":[245],"a":[249],"basis":[250],"future":[252],"research.":[253]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}
