{"id":"W2568042533","doi":"10.2196/medinform.6512","title":"The Value of Electronic Medical Record Implementation in Mental Health Care: A Case Study","year":2017,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Shores Centre for Mental Health Sciences; University of Toronto","funders":"","keywords":"Medicine; Mental health; Documentation; Informatics; Medical emergency; Medical record; Health informatics; Health care; Workflow; Quality management; Patient safety; Nursing; Public health; Psychiatry; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01756139,0.0004473939,0.0003450385,0.0022659,0.005011064,0.004692075,0.002258845,0.002762225,0.002003036],"category_scores_gemma":[0.08705301,0.0006179961,0.001016037,0.002928788,0.002563835,0.003597268,0.004157841,0.002941968,0.0002813691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01052311,"about_ca_system_score_gemma":0.008472376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01472297,"about_ca_topic_score_gemma":0.02515991,"domain_scores_codex":[0.9718897,0.01947884,0.001805208,0.000657507,0.003924374,0.002244423],"domain_scores_gemma":[0.907273,0.06341434,0.01330452,0.005282959,0.006384174,0.004341041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007102092,0.004906099,0.5266635,0.001462776,0.000313452,0.09017295,0.139449,0.00202981,0.001268072,0.01057572,0.01307735,0.2093711],"study_design_scores_gemma":[0.0004723053,0.006574624,0.297856,0.005147633,0.0007299611,0.1471488,0.4167494,0.0174356,0.007299688,0.005190642,0.0949049,0.000490483],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808887,0.0009327211,0.001853519,0.008703922,0.00006862127,0.0003401811,0.0001177401,0.00004682171,0.0070478],"genre_scores_gemma":[0.9927509,0.001042041,0.003936606,0.001210968,0.0000794865,0.0001505761,0.00007043686,0.00002881183,0.0007302148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01756139,"threshold_uncertainty_score":0.09287465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03943468959955591,"score_gpt":0.5223628962799952,"score_spread":0.4829282066804393,"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."}}