{"id":"W4402626984","doi":"10.1371/journal.pmen.0000065","title":"Barriers to care for mental health conditions in Canada","year":2024,"lang":"en","type":"article","venue":"PLOS mental health.","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Mental health care; Health care; Psychology; Nursing; Psychiatry; Medicine; Political science","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":[0.00146852,0.0002121431,0.0004935577,0.001874881,0.01076353,0.003091152,0.001579757,0.0005598742,0.004172893],"category_scores_gemma":[0.007298897,0.0003467349,0.0006328488,0.004886836,0.00140767,0.0009051848,0.002671198,0.0015399,0.0001521746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09127361,"about_ca_system_score_gemma":0.211118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985247,"about_ca_topic_score_gemma":0.9994537,"domain_scores_codex":[0.9968349,0.0002773507,0.0001515082,0.000182017,0.001232662,0.001321511],"domain_scores_gemma":[0.991434,0.0006442189,0.001060698,0.0001179028,0.002935518,0.003807645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001421742,0.0002211847,0.8614329,0.0006961139,0.0001445294,0.0008874143,0.02232035,0.000573532,0.000392086,0.004723541,0.02394984,0.08451641],"study_design_scores_gemma":[0.00002851488,0.00005312173,0.9364645,0.0009344878,0.00006397507,0.0002818747,0.04090054,0.0006165858,0.0001276354,0.0005540317,0.01989551,0.00007916616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9220445,0.008381346,0.0003625755,0.02600473,0.000221169,0.0002917085,0.003835333,0.00005020503,0.03880847],"genre_scores_gemma":[0.9895554,0.004278606,0.0005389236,0.002295399,0.00002454114,0.00006493166,0.0005686181,0.00001253752,0.002661016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09127361,"threshold_uncertainty_score":0.6622396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03320600755211685,"score_gpt":0.3948366737450695,"score_spread":0.3616306661929527,"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."}}