{"id":"W2898297111","doi":"10.1007/s11469-018-0015-5","title":"An Overview of Post-Secondary Mental Health on Campuses in Ontario: Challenges and Successes","year":2018,"lang":"en","type":"article","venue":"International Journal of Mental Health and Addiction","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Mental Health Association","funders":"Ministry of Training, Colleges and Universities","keywords":"Mental health; Health psychology; Public health; Medical education; Public relations; Psychology; Medicine; Nursing; Political science; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.00141708,0.0001299172,0.0003415421,0.0003508703,0.0003324428,0.000008420024,0.0001322936,0.0001071037,0.0002279124],"category_scores_gemma":[0.00003300297,0.0001127398,0.00003545259,0.00004810784,0.00009868388,0.0003566817,0.00003374304,0.0006377604,0.000004976826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005753584,"about_ca_system_score_gemma":0.001290874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01890487,"about_ca_topic_score_gemma":0.1108905,"domain_scores_codex":[0.9976131,0.0005336961,0.001006137,0.0002013146,0.000347389,0.0002983727],"domain_scores_gemma":[0.9983585,0.0001389473,0.0008247529,0.00008486103,0.0002126954,0.0003802694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003121677,0.0008226159,0.07472082,0.0005228793,0.000104959,0.00001008155,0.07501107,6.150672e-7,0.0001546245,0.003313032,0.00340524,0.8388124],"study_design_scores_gemma":[0.004535002,0.007423053,0.8980924,0.003728762,0.000004691411,0.0001549054,0.01291664,0.00002642156,0.00002574126,0.0008077681,0.0721527,0.0001319375],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475924,0.01948446,0.000006861572,0.02809188,0.003223784,0.0003690901,0.00008127075,0.000009955497,0.001140248],"genre_scores_gemma":[0.9216039,0.06800867,0.0001535522,0.009658693,0.0004598385,0.000004495645,0.00005449605,0.00001218917,0.00004422884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8386804,"threshold_uncertainty_score":0.9876283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08331519527874054,"score_gpt":0.4666167670933937,"score_spread":0.3833015718146532,"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."}}