{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001639107,0.0002398057,0.0003781145,0.0002010673,0.0007560746,0.00003307328,0.0001763592,0.00004883869,0.001630496],"category_scores_gemma":[0.000005470515,0.0002397895,0.00006309133,0.0003322189,0.00002409632,0.0001040959,0.00004276453,0.0001818102,0.0001668513],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007327337,"about_ca_system_score_gemma":0.002594693,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7984751,"about_ca_topic_score_gemma":0.9359873,"domain_scores_codex":[0.9974752,0.000130674,0.0005844702,0.0005618315,0.0002826401,0.0009651669],"domain_scores_gemma":[0.9984956,0.00008192778,0.00007275779,0.0002230078,0.00001644004,0.001110275],"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":[0.000552634,0.0004597971,0.02252902,0.00439099,0.0002083411,0.00007385616,0.08499866,0.000005973859,0.00005228351,0.006258809,0.7875471,0.09292253],"study_design_scores_gemma":[0.008127883,0.00419808,0.02531455,0.003733326,0.00003568449,0.00007469522,0.2115176,0.0004995234,0.0006964771,0.0003959983,0.7440525,0.00135371],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8765178,0.01443465,0.000008569041,0.0783989,0.007475864,0.008907939,0.01099724,0.0001608608,0.003098166],"genre_scores_gemma":[0.9796895,0.00009388948,0.0001620572,0.0157246,0.0001484957,0.001344773,0.001753101,0.00005260802,0.001030966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1375122,"threshold_uncertainty_score":0.9992821,"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."}}