{"id":"W4386090058","doi":"10.3389/frhs.2023.1267580","title":"Editorial: Mental health economics and public mental health policy: mental health services costs, quality and its impact on reducing the burden of mental illness","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Health Services","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Mental illness; Psychiatry; Public health; Quality (philosophy); Health economics; Medicine; Environmental health; Psychology; Business; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.006710255,0.001607615,0.003585302,0.001300695,0.00301309,0.0003791351,0.001471986,0.001022206,0.00005103079],"category_scores_gemma":[0.00002492,0.001353861,0.000306417,0.0009996858,0.0003170714,0.0007963247,0.0007705432,0.001768561,0.00002465428],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0102124,"about_ca_system_score_gemma":0.003955014,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4305219,"about_ca_topic_score_gemma":0.01879749,"domain_scores_codex":[0.9854507,0.003128174,0.00415025,0.002362998,0.001620195,0.003287704],"domain_scores_gemma":[0.9906627,0.0007019811,0.00539916,0.00115966,0.0001385175,0.001937995],"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":[0.001915489,0.0006227953,0.001204796,0.01270481,0.0004975425,0.000001377122,0.06661326,0.000008577999,6.098417e-7,0.0002051908,0.8898017,0.02642387],"study_design_scores_gemma":[0.009226134,0.004296599,0.00232587,0.007080231,0.00002529227,0.0000135788,0.1003823,0.0006378416,0.000003716414,0.0001445085,0.8745821,0.001281813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.05540979,0.04157288,4.875048e-7,0.07096905,0.8096718,0.006531307,0.0156117,0.0001752662,0.00005772648],"genre_scores_gemma":[0.03364195,0.1701367,0.0002164413,0.006591326,0.7666678,0.0006203152,0.02122646,0.0005132937,0.000385711],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4117244,"threshold_uncertainty_score":0.9996672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138137413541628,"score_gpt":0.4053335214551794,"score_spread":0.3839521473197631,"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."}}