{"id":"W1485645140","doi":"","title":"Universal coverage without universal access: a study of psychiatrist supply and practice patterns in Ontario.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Centre for Addiction and Mental Health","funders":"","keywords":"Medicine; Psychiatry; Quarter (Canadian coin); Emergency medicine; Outpatient clinic; Population; Depression (economics); Emergency department; Health care; Emergency rooms; Family medicine; Medical emergency; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005235526,0.0002204533,0.0002868519,0.001267715,0.001675826,0.001078344,0.0007519919,0.0003266176,0.002140186],"category_scores_gemma":[0.00265139,0.0005005541,0.0004299287,0.004631562,0.0006988774,0.0006128825,0.001070735,0.0003762502,0.0002621383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02138317,"about_ca_system_score_gemma":0.0195485,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9754082,"about_ca_topic_score_gemma":0.9852977,"domain_scores_codex":[0.999124,0.00007037549,0.00008139102,0.0001203558,0.0003321389,0.0002717931],"domain_scores_gemma":[0.9958274,0.0002860949,0.001771353,0.0001356528,0.001001847,0.0009777941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002435154,0.00001776273,0.9956396,0.00002830096,0.00001986718,0.00006531867,0.001973096,0.00003411678,0.000109764,0.0000331324,0.000390645,0.001664194],"study_design_scores_gemma":[0.000002586701,0.00001081741,0.9986328,0.00001158717,0.000004640162,0.0000192979,0.0008644445,0.00007243953,0.00001130493,0.000005292266,0.0003626524,0.000002120775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952602,0.000357417,0.00007732074,0.0002587742,0.000004332189,0.00004252404,0.00275157,0.00000745695,0.001240412],"genre_scores_gemma":[0.9979572,0.0002273952,0.0000908619,0.00008427139,0.000004193209,0.00003416201,0.0009395073,0.000003817698,0.0006586209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0245918,"threshold_uncertainty_score":0.1551465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03876325950839907,"score_gpt":0.3314016859092569,"score_spread":0.2926384264008578,"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."}}