{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002076381,0.0002224347,0.0003671689,0.0003634341,0.002578314,0.00006421602,0.0001614695,0.00001910113,0.0008744849],"category_scores_gemma":[0.000007957457,0.0002302366,0.0001059539,0.0003271164,0.00003312351,0.0002332968,0.0002052972,0.0003141988,0.000001910403],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004407106,"about_ca_system_score_gemma":0.001312385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01167961,"about_ca_topic_score_gemma":0.01032112,"domain_scores_codex":[0.9968969,0.0008472424,0.0006494077,0.0003094206,0.0008006856,0.0004963406],"domain_scores_gemma":[0.9988251,0.0001648688,0.0004672105,0.0002672773,0.0001163263,0.0001592717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001017947,0.009864921,0.03239258,0.002294783,0.001350937,0.0001021232,0.9081048,0.0004545382,0.0001613112,0.00187905,0.03816592,0.004211108],"study_design_scores_gemma":[0.005598569,0.006715169,0.02379007,0.00004178025,0.00004926191,0.00007383409,0.9597402,0.001663446,0.00000456107,0.0004866098,0.001630993,0.0002054949],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936175,0.00003633878,0.00005072321,0.0002444035,0.0001354446,0.004912089,0.0006499178,0.0002954887,0.00005805112],"genre_scores_gemma":[0.9936888,0.000002650051,0.0001644406,0.0006165415,0.00003467568,0.000317875,0.005071873,0.00003810493,0.0000649876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05163542,"threshold_uncertainty_score":0.9994148,"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."}}