{"id":"W4226149114","doi":"10.2196/35403","title":"Automated Decision Support For Community Mental Health Services Using National Electronic Health Records: Qualitative Implementation Case Study","year":2022,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Workaround; Clinical decision support system; Intervention (counseling); Qualitative research; Psychological intervention; Computer science; Medical education; Medicine; Decision support system; Nursing; Psychiatry","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":[0.03490026,0.0005341575,0.0006654962,0.002018824,0.008522779,0.003647796,0.00328436,0.001959456,0.003526588],"category_scores_gemma":[0.04724192,0.000832695,0.0007126053,0.001992925,0.00556743,0.003734286,0.007321849,0.002957392,0.0003296353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01188443,"about_ca_system_score_gemma":0.01402238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01964586,"about_ca_topic_score_gemma":0.03057133,"domain_scores_codex":[0.9647158,0.02955781,0.000799276,0.000928308,0.001691761,0.002306975],"domain_scores_gemma":[0.9530161,0.03716066,0.002475685,0.001592355,0.003304742,0.002450502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001116892,0.00142764,0.009778446,0.0005084125,0.00002766626,0.00251117,0.9469605,0.0002906045,0.0007081791,0.003527488,0.001264939,0.03288327],"study_design_scores_gemma":[0.00007269326,0.0004864957,0.004526699,0.0006307717,0.00002382251,0.0004507955,0.9801465,0.0009798987,0.0007474138,0.0009924138,0.01090538,0.00003708017],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858277,0.0003634414,0.003996042,0.00308528,0.00003466281,0.001772656,0.0001897957,0.00002761892,0.004702738],"genre_scores_gemma":[0.9877093,0.0006109228,0.007014381,0.000971025,0.00001782298,0.001783684,0.00009793051,0.00002682324,0.001768151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03490026,"threshold_uncertainty_score":0.1845725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1472888101816659,"score_gpt":0.539870500172755,"score_spread":0.392581689991089,"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."}}