{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005063114,0.000641038,0.0008108086,0.001273203,0.0001768316,0.0007724377,0.0007298703,0.0006183996,0.001936316],"category_scores_gemma":[0.00003934676,0.0007450079,0.0006731468,0.0004479096,0.0001007104,0.0007252666,0.0005205528,0.002255193,0.001313288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005708181,"about_ca_system_score_gemma":0.0002821087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004299039,"about_ca_topic_score_gemma":0.0004388398,"domain_scores_codex":[0.9946082,0.0003103393,0.002213836,0.001270124,0.0005395291,0.001057938],"domain_scores_gemma":[0.9980929,0.00009520575,0.0006140001,0.0007599044,0.00007954835,0.0003584404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001383457,0.0009085026,0.01055536,0.001015318,0.0002193042,0.00006252449,0.001186092,6.320075e-8,1.168252e-7,0.001158464,0.8607562,0.1239997],"study_design_scores_gemma":[0.00263618,0.006513378,0.07263056,0.005841344,0.00002954189,0.0001162191,0.002280552,2.745168e-7,9.465326e-7,0.001336819,0.907838,0.0007761217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04296061,0.002828675,0.0001210869,0.8415782,0.04532278,0.003203865,0.004567247,0.0002491483,0.05916838],"genre_scores_gemma":[0.04904542,0.00001656085,0.0004474712,0.7647694,0.002004542,0.0008976031,0.00547545,0.0002072249,0.1771364],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1232236,"threshold_uncertainty_score":0.9995001,"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."}}