{"id":"W4230275925","doi":"10.2196/preprints.25009","title":"Promoting the Mental Health of University Students in China: Protocol for Contextual Assessment to Inform Intervention Design and Adaptation (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University; Toronto Western Hospital; University Health Network; Toronto Metropolitan University","funders":"","keywords":"Mental health; Stigma (botany); Psychology; Focus group; Mental illness; Medical education; Anxiety; Applied psychology; Medicine; Psychiatry; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.04928565,0.004009347,0.004341139,0.003661993,0.006638496,0.002614181,0.003950076,0.004225859,0.1045818],"category_scores_gemma":[0.03423785,0.004036768,0.004079742,0.003922963,0.002682862,0.003011438,0.004024141,0.006084713,0.01281591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007934728,"about_ca_system_score_gemma":0.04055636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00900522,"about_ca_topic_score_gemma":0.01617538,"domain_scores_codex":[0.9832409,0.009841207,0.002575656,0.001324717,0.001362224,0.001655395],"domain_scores_gemma":[0.9796625,0.00564909,0.001614462,0.003764191,0.007261192,0.002048611],"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":[0.04955834,0.03186798,0.005412355,0.07472062,0.0007656493,0.002460744,0.032465,0.01017655,0.01156214,0.02242781,0.207045,0.5515379],"study_design_scores_gemma":[0.1514755,0.03200401,0.0439868,0.03713236,0.001059122,0.0004956351,0.02532766,0.01014924,0.01592139,0.0260382,0.6549492,0.001460996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0009079977,0.00004275722,0.002109761,0.00009687529,0.00007633589,0.9953991,0.0008594999,0.00004739035,0.0004603169],"genre_scores_gemma":[0.0003718251,0.00002675381,0.002342921,0.00003546606,0.000004720067,0.9969677,0.00008192022,0.000001945146,0.0001667547],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1045818,"threshold_uncertainty_score":0.3498609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237869135856947,"score_gpt":0.474116330905974,"score_spread":0.3503294173202793,"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."}}