{"id":"W4385478352","doi":"10.1016/j.ssmmh.2023.100247","title":"A reflection of the current status of the mental healthcare system in South Africa","year":2023,"lang":"en","type":"article","venue":"SSM - Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Department of Health; Association for Progressive Communications; Providence Health Care; World Health Organization","keywords":"Mental health; Mental healthcare; Health care; Medicine; Mental health care; Nursing; Quality (philosophy); Business; Psychiatry; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005326061,0.0001760214,0.0003323639,0.0001519425,0.0003868425,0.000006156231,0.0002804557,0.00006197482,0.00004591548],"category_scores_gemma":[0.000004881057,0.0001091826,0.0001248293,0.001124415,0.00009593656,0.00005042247,0.0001593327,0.0003008972,0.00004603153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162992,"about_ca_system_score_gemma":0.0002281341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001420587,"about_ca_topic_score_gemma":0.0006767088,"domain_scores_codex":[0.9970871,0.0006152862,0.0007504055,0.0003176659,0.0004560966,0.0007734673],"domain_scores_gemma":[0.9987937,0.00003960772,0.0005343221,0.0004531523,0.00002308432,0.0001561024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009926411,0.001578522,0.1891636,0.005747455,0.0001011736,0.000004055983,0.5643343,0.000006295984,0.0001650522,0.01071829,0.01229907,0.2148896],"study_design_scores_gemma":[0.008441425,0.00200259,0.6819672,0.004552377,0.00004285327,0.00002337177,0.2870174,0.0002593782,0.001187152,0.0005964439,0.01339558,0.0005142521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829459,0.004955701,7.850919e-7,0.001145602,0.005543805,0.002569612,0.0006112751,0.00006230413,0.002165052],"genre_scores_gemma":[0.9989426,0.0001671844,0.000007892331,0.0001154209,0.00005572572,0.0001379894,0.000064908,0.00002214374,0.0004861661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4928036,"threshold_uncertainty_score":0.4452337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09739880010386855,"score_gpt":0.4444432116531264,"score_spread":0.3470444115492579,"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."}}