{"id":"W3015328332","doi":"10.5206/uwomj.v88i2.7303","title":"Mental health system change","year":2020,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mental health; General partnership; Mental illness; Empowerment; Nursing; Psychology; Installation; Public relations; Medicine; Business; Psychiatry; Engineering; Political science","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":[0.004206975,0.0004163551,0.0003388155,0.0008993851,0.004794353,0.005354273,0.001698386,0.003545924,0.08634481],"category_scores_gemma":[0.0126887,0.0002034601,0.0008604935,0.0009411783,0.00249547,0.0025986,0.00739267,0.00534991,0.006858988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01475149,"about_ca_system_score_gemma":0.03865197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04725078,"about_ca_topic_score_gemma":0.07948434,"domain_scores_codex":[0.9938055,0.001610513,0.0002145416,0.000645027,0.001396891,0.002327514],"domain_scores_gemma":[0.9924986,0.0005311744,0.0003261056,0.0004614637,0.001876486,0.004306275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007484461,0.0004862855,0.01521983,0.0004451788,0.00006933015,0.0005176201,0.005776681,0.0003720355,0.0007013118,0.1720438,0.5849666,0.2193265],"study_design_scores_gemma":[0.00004271876,0.0001065189,0.01118252,0.0002896794,0.00001829734,0.0001670788,0.004071611,0.0002162881,0.0001340658,0.0130439,0.9707065,0.00002069873],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.025477,0.002611871,0.004794944,0.5274761,0.01030945,0.0007014734,0.001837171,0.000496609,0.4262954],"genre_scores_gemma":[0.4854829,0.003767935,0.008786303,0.2043401,0.003678998,0.00108033,0.002058715,0.0002460374,0.2905586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08634481,"threshold_uncertainty_score":0.2888522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2609402684298035,"score_gpt":0.3653396127300871,"score_spread":0.1043993443002836,"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."}}