{"id":"W4254507465","doi":"10.1176/appi.pn.2016.5b4","title":"Investing in Global Mental Health Care Could Save Billions","year":2016,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Global mental health; Workforce; Depression (economics); Productivity; Anxiety; Health care; Psychiatry; Global health; Medicine; Economic growth; Psychology; Political science; Business; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008303109,0.000926414,0.0004553467,0.001442661,0.001503561,0.005387912,0.0007354386,0.003241753,0.4235149],"category_scores_gemma":[0.006563616,0.0002809906,0.0008280594,0.001156477,0.0008459258,0.004908002,0.002581802,0.004108573,0.262255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001691992,"about_ca_system_score_gemma":0.003156109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004627811,"about_ca_topic_score_gemma":0.007544381,"domain_scores_codex":[0.9991238,0.0001143892,0.00003752835,0.00008781762,0.000441464,0.0001950455],"domain_scores_gemma":[0.9975827,0.0002494959,0.0001324752,0.0001453596,0.0007882741,0.00110161],"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":[0.00001286163,0.000009139379,0.00006046361,0.00004205767,0.000001963401,0.00001449269,0.00001541232,0.000005935883,0.00004110801,0.001190301,0.9803934,0.01821292],"study_design_scores_gemma":[0.000005794569,0.00001008857,0.0002487154,0.0001719335,0.000002768715,0.00002963741,0.00005965754,0.000007804513,0.00005493699,0.0006998497,0.9987046,0.000004286991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001177437,0.01983576,0.0007152179,0.3732865,0.1304189,0.0001038324,0.006656149,0.001508974,0.4662971],"genre_scores_gemma":[0.0119139,0.0368073,0.001183885,0.1494813,0.0430853,0.0001118646,0.006363567,0.001049981,0.7500029],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4235149,"threshold_uncertainty_score":0.8222861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03336167015130007,"score_gpt":0.3898155997398316,"score_spread":0.3564539295885315,"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."}}