{"id":"W4381551997","doi":"10.2196/41521","title":"Canada’s Student Mental Health Network: Protocol for a Comprehensive Program Evaluation","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Metropolitan University; Queen's University","funders":"","keywords":"Mental health; Summative assessment; Formative assessment; Data collection; Medical education; Psychology; Population; Protocol (science); Medicine; Applied psychology; Psychiatry; Environmental health; Alternative medicine; Pedagogy","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":[0.1187435,0.004169704,0.004462684,0.005902112,0.01097618,0.00705264,0.004810755,0.004525662,0.1538596],"category_scores_gemma":[0.09466063,0.004282249,0.004063245,0.008258012,0.00355726,0.003794555,0.004217031,0.007876341,0.02314168],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04191926,"about_ca_system_score_gemma":0.1527753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09528123,"about_ca_topic_score_gemma":0.1521857,"domain_scores_codex":[0.9365959,0.03851591,0.008006888,0.00375198,0.008512469,0.004616789],"domain_scores_gemma":[0.8765216,0.0228925,0.008580556,0.01321064,0.07174627,0.00704841],"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":[0.04890919,0.01121326,0.005019972,0.05049954,0.0007419865,0.0007515079,0.008149201,0.008364223,0.00292053,0.02205714,0.6036674,0.2377061],"study_design_scores_gemma":[0.08125056,0.006504948,0.02606427,0.03037626,0.0006741965,0.0001482869,0.006175808,0.005704992,0.004037922,0.01188918,0.8264847,0.0006888763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004018224,0.00004835457,0.001476914,0.0002255074,0.0001068353,0.9895551,0.005931238,0.0001093421,0.002144776],"genre_scores_gemma":[0.0004484732,0.00003657779,0.002456401,0.00007840178,0.000007010842,0.9960662,0.0004920163,0.000007943371,0.0004070254],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9580807,"threshold_uncertainty_score":0.6279831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6596979790250307,"score_gpt":0.7289169486767307,"score_spread":0.06921896965170005,"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."}}