{"id":"W3154639378","doi":"10.2196/25009","title":"Promoting the Mental Health of University Students in China: Protocol for Contextual Assessment to Inform Intervention Design and Adaptation","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Regent Park Community Health Centre; Toronto Western Hospital; University of Toronto; University Health Network; Toronto Metropolitan University","funders":"National Natural Science Foundation of China; National Science Foundation","keywords":"Mental health; Focus group; Stigma (botany); Medical education; Psychology; Mental illness; Applied psychology; Medicine; Nursing; Psychiatry; Sociology","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":[0.03987279,0.004327208,0.004149062,0.00348679,0.00708692,0.002405598,0.003970144,0.004270764,0.07473662],"category_scores_gemma":[0.02607994,0.003134551,0.00378994,0.003353155,0.002840054,0.002978993,0.004396023,0.00612364,0.009809405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007958919,"about_ca_system_score_gemma":0.04087629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00989172,"about_ca_topic_score_gemma":0.0198113,"domain_scores_codex":[0.9858898,0.007872012,0.002130272,0.001284336,0.001219357,0.001604252],"domain_scores_gemma":[0.9847703,0.003601492,0.001386986,0.002935989,0.005373085,0.001932178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.05241511,0.04295478,0.007901618,0.05615533,0.0007675083,0.003476647,0.0315848,0.01152999,0.01355309,0.01999032,0.18147,0.5782007],"study_design_scores_gemma":[0.1515177,0.03823956,0.06409601,0.02866179,0.001216239,0.0007057716,0.02269704,0.01326971,0.01796697,0.03297,0.6270123,0.001647003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001668115,0.00004930108,0.00250297,0.0001314605,0.00006916656,0.9940695,0.000875639,0.00005745676,0.000576532],"genre_scores_gemma":[0.0006680088,0.00003491492,0.003021641,0.00004640055,0.000005477924,0.9959114,0.0001057261,0.000002434196,0.0002040688],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07473662,"threshold_uncertainty_score":0.2500189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3686047102478252,"score_gpt":0.6430807640467635,"score_spread":0.2744760537989384,"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."}}