{"id":"W4319841241","doi":"10.1177/21677026221125715","title":"Global Is Local: Leveraging Global Mental-Health Methods to Promote Equity and Address Disparities in the United States","year":2023,"lang":"en","type":"article","venue":"Clinical Psychological Science","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Complementary and Integrative Health; National Institutes of Health; National Institute on Drug Abuse; Grand Challenges Canada; University of Maryland; National Institute of Mental Health; Duke Global Health Institute, Duke University; National Institute on Alcohol Abuse and Alcoholism; Duke University","keywords":"Global mental health; General partnership; Mental health; Psychological intervention; Health equity; Equity (law); Context (archaeology); Public relations; Capacity building; Formative assessment; Global health; Political science; Psychology; Medical education; Economic growth; Health care; Medicine; Geography; Pedagogy; Psychiatry; Economics","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":[0.009662949,0.0002254786,0.0003955034,0.00008994244,0.0006316648,0.0001848942,0.001288253,0.0001404473,0.0001965387],"category_scores_gemma":[0.0002517132,0.000136494,0.00006591297,0.00394972,0.001672404,0.0001426114,0.0009024929,0.000311395,0.0002139732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002254753,"about_ca_system_score_gemma":0.00003447958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001878937,"about_ca_topic_score_gemma":0.0001088495,"domain_scores_codex":[0.9952624,0.001078805,0.0008114407,0.001143508,0.0005614032,0.001142479],"domain_scores_gemma":[0.9981693,0.0005605624,0.0001517028,0.0005119565,0.00004124655,0.0005652027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002850909,0.0009701127,0.2075365,0.00002500987,0.00001195105,0.00004681448,0.001414299,0.00001038801,0.000001585311,0.007099806,0.03544314,0.7471552],"study_design_scores_gemma":[0.0009357349,0.0009256109,0.9604034,0.00004856626,0.000004654926,0.00001897355,0.001307315,0.0004678196,0.000001250019,0.02304525,0.01266558,0.0001758379],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9421774,0.0002178053,0.001194571,0.04895689,0.001335954,0.001059185,0.0001256636,0.000134766,0.004797748],"genre_scores_gemma":[0.9463522,0.0002133256,0.001939319,0.05120413,0.00006266121,0.00008666001,0.00003718901,0.00000550178,0.00009903526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7528669,"threshold_uncertainty_score":0.616204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3846428477366972,"score_gpt":0.6489142648520232,"score_spread":0.264271417115326,"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."}}