{"id":"W4408827792","doi":"10.1371/journal.pone.0319473","title":"Stepped care, stepped care “lite” & matching intervention components to individual mental health needs: A rapid scoping review of mental health and substance use interventions for post-secondary students","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Mental Health Research Canada; University of Toronto","funders":"","keywords":"CINAHL; Psychological intervention; PsycINFO; Mental health; MEDLINE; Intervention (counseling); Medicine; Anxiety; Health care; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.03521448,0.001716342,0.006809276,0.01864236,0.001727028,0.005287623,0.003185423,0.00274971,0.007432639],"category_scores_gemma":[0.0998652,0.001473422,0.009874768,0.01562285,0.001391255,0.005155875,0.003748845,0.002153847,0.000853075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008623636,"about_ca_system_score_gemma":0.03056989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008977653,"about_ca_topic_score_gemma":0.02827564,"domain_scores_codex":[0.9788888,0.008202284,0.00739961,0.001197008,0.003921543,0.00039081],"domain_scores_gemma":[0.9424071,0.04259066,0.007911704,0.001178024,0.00542616,0.0004863025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002267152,0.00008156198,0.0004986533,0.8136382,0.002433306,0.00005958689,0.0007551971,0.0001776789,0.0001819902,0.0007053921,0.002479514,0.1787622],"study_design_scores_gemma":[0.0002920657,0.0002270141,0.002149015,0.9647182,0.01123341,0.0000965714,0.0006625635,0.0001384198,0.0002121138,0.0003053463,0.0199338,0.00003138915],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003211317,0.9761342,0.001773397,0.00123198,0.0004260554,0.01369539,0.001121589,0.00007277828,0.002333279],"genre_scores_gemma":[0.02045942,0.943455,0.01551719,0.001101456,0.0001268892,0.01815472,0.000675875,0.00002800857,0.0004814407],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03521448,"threshold_uncertainty_score":0.1862342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1126600088498734,"score_gpt":0.3904442854890983,"score_spread":0.2777842766392249,"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."}}