{"id":"W2955133002","doi":"10.1111/eip.12819","title":"ACCESS Open Minds at the University of Alberta: Transforming student mental health services in a large Canadian post‐secondary educational institution","year":2019,"lang":"en","type":"article","venue":"Early Intervention in Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University; Douglas Mental Health University Institute; Université de Montréal; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Service (business); Public relations; Institution; Medical education; Knowledge management; Business; Psychology; Sociology; Political science; Medicine; Computer science; Marketing","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":[0.001554592,0.0003426648,0.000213382,0.0005550851,0.01898814,0.004182973,0.002561067,0.001147761,0.005438275],"category_scores_gemma":[0.002314377,0.0003774855,0.0003007826,0.001088935,0.00469674,0.0009101277,0.007438269,0.002752691,0.0003986493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06191773,"about_ca_system_score_gemma":0.171506,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9603875,"about_ca_topic_score_gemma":0.9911121,"domain_scores_codex":[0.997413,0.0003736088,0.00002525161,0.00009059574,0.0004517341,0.001645902],"domain_scores_gemma":[0.9936068,0.0001565374,0.0001576581,0.00007281732,0.0004252309,0.005580904],"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":[0.0009015006,0.002948391,0.3227826,0.0008055865,0.00009769993,0.02003077,0.2017576,0.002095407,0.007779181,0.01623542,0.08901285,0.3355529],"study_design_scores_gemma":[0.00009240808,0.0008145615,0.382978,0.0005168989,0.00005500227,0.002622165,0.4877736,0.001664522,0.001369358,0.001987369,0.119931,0.0001951328],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663147,0.0007217556,0.0005376748,0.01252707,0.0002066433,0.0002734057,0.0001736876,0.0001018897,0.01914326],"genre_scores_gemma":[0.9828179,0.0006128077,0.001345242,0.002280129,0.00003234825,0.00004743277,0.0001066865,0.0000292195,0.01272831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06191773,"threshold_uncertainty_score":0.4492466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192416774753123,"score_gpt":0.3595632646453244,"score_spread":0.3476390968977932,"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."}}