{"id":"W4414920339","doi":"10.1111/eip.70094","title":"Digital Tools to Support Post‐Secondary Student Mental Health and Wellbeing","year":2025,"lang":"en","type":"letter","venue":"Early Intervention in Psychiatry","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto","funders":"National Health and Medical Research Council; University of Toronto; Medical Research Council; Office of Global Engagement, Drexel University; Australian Government","keywords":"Mental health; Psychological intervention; Psychosocial; Life expectancy; Intervention (counseling); Digital health; Vulnerability (computing); The Internet","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002449604,0.0004611041,0.0004078728,0.001799115,0.00120075,0.004673713,0.0009490842,0.001164707,0.04138127],"category_scores_gemma":[0.01294051,0.0001921051,0.0007869439,0.001023053,0.0006971987,0.003536021,0.006390634,0.001557328,0.01382261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006523246,"about_ca_system_score_gemma":0.001838057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189726,"about_ca_topic_score_gemma":0.004042274,"domain_scores_codex":[0.9988984,0.0004757884,0.00008428187,0.00007117099,0.0002989642,0.0001713046],"domain_scores_gemma":[0.995459,0.00204514,0.0004206101,0.0003526052,0.0006891157,0.001033696],"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":[0.0001330225,0.0008230406,0.008182201,0.002178925,0.00004442213,0.0003146374,0.006809568,0.0001164995,0.001326455,0.007673184,0.09115798,0.8812402],"study_design_scores_gemma":[0.00008081217,0.000724528,0.02794802,0.004886473,0.00008320268,0.0005604632,0.01090919,0.0002196294,0.001019648,0.01388103,0.9396244,0.00006259527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2276588,0.05315477,0.0283711,0.09416334,0.006648153,0.002699677,0.008836119,0.004213573,0.5742545],"genre_scores_gemma":[0.6699747,0.09257795,0.06381834,0.01994976,0.004009709,0.002572223,0.005897556,0.0005416817,0.1406581],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04138127,"threshold_uncertainty_score":0.1384341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01789859848575844,"score_gpt":0.3717207214621051,"score_spread":0.3538221229763467,"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."}}