{"id":"W7084070079","doi":"10.22541/au.175517115.57730020/v1","title":"Digital tools to support post-secondary student mental health and wellbeing","year":2025,"lang":"en","type":"article","venue":"","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto","funders":"","keywords":"Mental health; Psychological intervention; Digital health; Mental health service; Service (business); Health care; Social care; Human services","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":[0.005009269,0.0006961225,0.0004136606,0.003951916,0.001007216,0.005511247,0.001323789,0.001084822,0.03382313],"category_scores_gemma":[0.02753156,0.0003022118,0.0006025795,0.002466163,0.0007678472,0.006662787,0.006618819,0.001107189,0.01147127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007282898,"about_ca_system_score_gemma":0.001899499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041933,"about_ca_topic_score_gemma":0.002942597,"domain_scores_codex":[0.9977912,0.001173657,0.0002097605,0.0001575084,0.0004592334,0.0002086528],"domain_scores_gemma":[0.9827102,0.01041527,0.00129382,0.002101361,0.001546568,0.00193276],"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":[0.0003247351,0.0006508688,0.01831383,0.001195861,0.00005267145,0.0002689423,0.007412074,0.0004159498,0.001167443,0.007137438,0.07395086,0.8891094],"study_design_scores_gemma":[0.0001882789,0.001217565,0.04702103,0.005352945,0.000160587,0.0008305834,0.01741259,0.002100858,0.003623818,0.03192179,0.8899991,0.0001708381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3329294,0.01303994,0.09915654,0.04472391,0.00318248,0.004289615,0.01836273,0.02372086,0.4605945],"genre_scores_gemma":[0.7175689,0.01545738,0.1645675,0.00585648,0.001547878,0.002829976,0.008859423,0.001293707,0.08201881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03382313,"threshold_uncertainty_score":0.1131496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151833216057689,"score_gpt":0.307921923594676,"score_spread":0.2927386019889071,"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."}}