{"id":"W4283698470","doi":"10.2196/34168","title":"Peer-Presented Versus Mental Health Service Provider–Presented Mental Health Outreach Programs for University Students: Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; McGill University","funders":"","keywords":"Mental health; Peer support; Outreach; Service provider; Medical education; Psychology; Randomized controlled trial; Medicine; Nursing; Service (business); Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004657961,0.002383434,0.006121708,0.001116687,0.001299647,0.001914579,0.00264028,0.004817032,0.01636575],"category_scores_gemma":[0.009327237,0.001250212,0.003250598,0.0009095238,0.002014757,0.002459923,0.001369637,0.004303889,0.001522128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002204726,"about_ca_system_score_gemma":0.003277273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00300393,"about_ca_topic_score_gemma":0.005526934,"domain_scores_codex":[0.9961193,0.002071901,0.0004177289,0.0006340785,0.0003552238,0.0004018412],"domain_scores_gemma":[0.99575,0.001646444,0.0009353646,0.0002716001,0.0003852336,0.001011423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9633403,0.01885432,0.0003047143,0.002942703,0.001636237,0.00003468557,0.0001206253,0.0001395562,0.0005355666,0.0001361162,0.0005237128,0.01143138],"study_design_scores_gemma":[0.9556947,0.04193372,0.0005591912,0.0002249508,0.0007070485,0.000008804299,0.0000563354,0.0002528307,0.000149142,0.0001221029,0.0002782964,0.00001284914],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8783796,0.01068348,0.002408562,0.001467729,0.003568911,0.09817742,0.001441795,0.0004901174,0.003382493],"genre_scores_gemma":[0.8477209,0.00505102,0.007066492,0.001482614,0.001340373,0.1316791,0.0004996682,0.00003926939,0.005120522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01636575,"threshold_uncertainty_score":0.05474895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0481721903032859,"score_gpt":0.4275133371694467,"score_spread":0.3793411468661608,"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."}}