{"id":"W2287553994","doi":"10.1177/0829573515601396","title":"Rates of Mental Illness and Associated Academic Impacts in Ontario’s College Students","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of School Psychology","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cambrian College","funders":"","keywords":"Anxiety; Psychology; Mental illness; Mood; Clinical psychology; Mood disorders; Psychiatry; Mental health; Medical diagnosis; Prevalence of mental disorders; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001002081,0.0001644196,0.000444598,0.0005912361,0.00007615784,0.00001518437,0.0003812563,0.0002781368,0.001126133],"category_scores_gemma":[0.000104005,0.0001504725,0.00004701697,0.0002590729,0.0001419541,0.0002068106,0.00001841447,0.0007235187,0.00003516064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008664184,"about_ca_system_score_gemma":0.0008318606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1748738,"about_ca_topic_score_gemma":0.8037831,"domain_scores_codex":[0.9981103,0.0002503738,0.0007550492,0.0001917914,0.0001993973,0.0004930653],"domain_scores_gemma":[0.9978771,0.00005182919,0.0004739454,0.0001434026,0.0001178055,0.001335951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003189855,0.0001168186,0.9712117,0.000004312118,0.00009969595,0.0003586716,0.003396187,4.360934e-7,0.00002872508,0.0001002154,0.02359633,0.0007679022],"study_design_scores_gemma":[0.006638978,0.0006654568,0.9871339,0.0001177851,0.00002527611,0.0002253227,0.002680724,3.234582e-7,0.00001885007,0.0007003773,0.001667879,0.0001251476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914262,0.001988152,4.911744e-7,0.0008920225,0.002086061,0.0002927313,0.00004824842,0.000002554836,0.003263573],"genre_scores_gemma":[0.9982597,0.00004090124,0.00002026991,0.0008429548,0.00006225832,0.000007256991,0.000009432365,0.00001582833,0.0007414513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6289092,"threshold_uncertainty_score":0.999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09633603328942139,"score_gpt":0.4384280997184561,"score_spread":0.3420920664290347,"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."}}