{"id":"W1885882405","doi":"10.1176/appi.focus.130407","title":"Toward a New Architecture for Global Mental Health","year":2015,"lang":"en","type":"article","venue":"FOCUS The Journal of Lifelong Learning in Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mental health; Psychological intervention; Global mental health; Health equity; Social determinants of health; Poverty; Global health; Equity (law); Psychology; Political science; Psychiatry; Health care; Public relations; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001562511,0.0001871118,0.0003546544,0.0001134702,0.0001935438,0.00003139964,0.0004135785,0.00009407808,0.00005356157],"category_scores_gemma":[0.00005743073,0.0001224444,0.0001460883,0.0002815174,0.00003922595,0.00009148714,0.00003761708,0.000598357,0.00002652017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002689325,"about_ca_system_score_gemma":0.0005525815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005181314,"about_ca_topic_score_gemma":0.0004182995,"domain_scores_codex":[0.9978867,0.0004716223,0.0007018867,0.0001553395,0.000321812,0.000462609],"domain_scores_gemma":[0.9985857,0.0001130844,0.0007218505,0.000165328,0.00005014769,0.0003638929],"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":[0.005439363,0.0006985676,0.3149791,0.00009445715,0.0002601862,0.00001634008,0.02674074,0.0008563202,0.000001690878,0.002944448,0.4234129,0.2245559],"study_design_scores_gemma":[0.05460745,0.02349889,0.2999438,0.002098403,0.0002898418,0.005168983,0.05242383,0.0001872405,0.00001892184,0.1028046,0.457678,0.001280007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6914483,0.04155171,0.008750068,0.2309993,0.0211818,0.001511227,0.00002254059,0.00007225799,0.004462733],"genre_scores_gemma":[0.9855806,0.00008686398,0.007848636,0.002294723,0.002621168,0.00001164771,0.000008807293,0.00003800264,0.00150953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2941323,"threshold_uncertainty_score":0.4993137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0469263064568208,"score_gpt":0.3825694375264156,"score_spread":0.3356431310695948,"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."}}