{"id":"W2955935804","doi":"10.1111/eip.12812","title":"Invited commentary: ACCESS Open Minds/Esprits ouverts—A seismic shift in Canadian mental healthcare","year":2019,"lang":"en","type":"article","venue":"Early Intervention in Psychiatry","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Mental healthcare; Mental health; Psychology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01379579,0.001379891,0.002502587,0.001415392,0.01245002,0.006897306,0.008510192,0.05208816,0.01630839],"category_scores_gemma":[0.08356437,0.001119737,0.002215001,0.002384117,0.01069212,0.007246829,0.00377948,0.05401789,0.004271127],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03894219,"about_ca_system_score_gemma":0.08495776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6221535,"about_ca_topic_score_gemma":0.6634232,"domain_scores_codex":[0.9866855,0.0034662,0.0007682752,0.001628101,0.005061527,0.002390315],"domain_scores_gemma":[0.9395124,0.02914679,0.001870455,0.001061798,0.01872426,0.009684254],"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":[0.00001786113,0.000002616339,0.00006502214,0.00009223899,0.000006637187,0.0001011643,0.0003405148,0.00001215987,0.0000166302,0.0006614625,0.9973511,0.001332616],"study_design_scores_gemma":[0.00009294169,0.00002287953,0.0009842337,0.001579664,0.00004561379,0.0004262018,0.003381289,0.0001224257,0.0001143692,0.002416731,0.9906775,0.000136162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001399996,0.002298946,0.00003627186,0.9725146,0.02397036,0.00001220706,0.0001289956,0.00001825171,0.0008804377],"genre_scores_gemma":[0.0026364,0.001911602,0.00009190675,0.9753818,0.01726784,0.00003962107,0.00004976059,0.00004555918,0.002575584],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9610578,"threshold_uncertainty_score":0.7601434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04023159514071039,"score_gpt":0.4371719033355381,"score_spread":0.3969403081948277,"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."}}