{"id":"W4409983988","doi":"10.1055/a-2597-2017","title":"Clinical Implementation of Artificial Intelligence Scribes in Health Care: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Applied Clinical Informatics","topic":"Health and Well-being Studies","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children","funders":"U.S. National Library of Medicine","keywords":"Burnout; Health care; Computer science; Data science; Medical education; Medicine; Political science; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01070437,0.0005124838,0.008087959,0.0002934909,0.00009004946,0.00002158351,0.0007032326,0.0006156384,0.00008306125],"category_scores_gemma":[0.001409125,0.0003995564,0.0009433971,0.0009288667,0.0002309364,0.00004780207,0.0002362021,0.001349237,0.000498454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001626526,"about_ca_system_score_gemma":0.001691755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009977335,"about_ca_topic_score_gemma":0.0001000808,"domain_scores_codex":[0.9757138,0.001496954,0.02134615,0.0003919629,0.0003904112,0.0006607493],"domain_scores_gemma":[0.9867955,0.006319695,0.005476835,0.001068736,0.0001459107,0.0001932561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004142721,0.0000714185,0.00000766063,0.5146548,0.0001362282,6.269317e-7,0.0007255354,4.871596e-8,1.456299e-11,0.008084938,0.00188822,0.4744263],"study_design_scores_gemma":[0.0002644905,0.0003882268,0.00001229937,0.747075,0.001720295,0.00000370513,0.007399911,0.000002481046,1.443625e-8,0.0003770067,0.2422995,0.0004570683],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.385566e-7,0.986367,0.0008668772,0.000140149,0.001189995,0.00781703,0.00009159251,0.00004824304,0.003478147],"genre_scores_gemma":[0.00001380432,0.992355,0.001111355,0.004966557,0.0001479694,0.00112666,0.0002163028,0.00002640693,0.00003591179],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4739693,"threshold_uncertainty_score":0.9998456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1848552993558067,"score_gpt":0.5784404934965034,"score_spread":0.3935851941406967,"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."}}