{"id":"W4411717016","doi":"10.2196/65913","title":"Health Information Systems’ Support for Management and Changing Work: Survey Study Among Physicians","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Medicine; Health care; Health informatics; Logistic regression; Family medicine; Nursing; Medical education; Public health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002240529,0.0001492976,0.0001882679,0.0008993534,0.0008472585,0.0007485329,0.0002660636,0.0006348233,0.001893155],"category_scores_gemma":[0.007835945,0.000323238,0.0003218164,0.001644532,0.0004366652,0.0007470755,0.0006030748,0.0005849531,0.0003147163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008390644,"about_ca_system_score_gemma":0.001152006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01242589,"about_ca_topic_score_gemma":0.01287188,"domain_scores_codex":[0.9986534,0.0004913846,0.000190886,0.0001556732,0.0002563493,0.0002523873],"domain_scores_gemma":[0.9929898,0.00237447,0.002823437,0.0002161773,0.000622097,0.0009740453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003284719,0.0001076521,0.994122,0.00003089371,0.00001679167,0.00006236506,0.003680255,0.00001799391,0.0001392719,0.00001352042,0.0001653764,0.001611152],"study_design_scores_gemma":[0.000007245179,0.0002004057,0.9935611,0.00001217953,0.000007785006,0.00009156211,0.005680333,0.00008872854,0.00004079223,0.000006238128,0.000300377,0.000003220814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994236,0.00006062359,0.0000345409,0.0000972717,0.000002188075,0.00002121169,0.000123727,0.000001000703,0.0002359337],"genre_scores_gemma":[0.9994468,0.0001128979,0.00008309792,0.0001154186,0.000008678503,0.00003032581,0.000109225,6.742412e-7,0.00009282522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01242589,"threshold_uncertainty_score":0.02470714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04319350708445226,"score_gpt":0.4353237440125514,"score_spread":0.3921302369280992,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}