{"id":"W4383710173","doi":"10.1177/13634615231180376","title":"Gender (in)equity in global mental health research: A call to action","year":2023,"lang":"en","type":"article","venue":"Transcultural Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mailman School of Public Health, Columbia University; Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto; Economic and Social Research Council; University of Illinois at Urbana-Champaign; University of Cape Town; University of Dhaka; Inyuvesi Yakwazulu-Natali; Institute of Psychiatry, Psychology and Neuroscience, King’s College London; Haramaya University; Monash University; South African Medical Research Council; University of Oxford; University of Warwick; UK Research and Innovation; Medical Research Council; Pokhara University; Wellcome Trust; University College London; Vanderbilt University; London School of Economics and Political Science; Durham University; Oxford Brookes University; Cardiff University; Universidade do Porto; London School of Hygiene and Tropical Medicine; Government of the United Kingdom; Birzeit University; Addis Ababa University; McGill University; Jewish General Hospital; George Washington University; King's College London; Boston College; Imperial College London; University of Washington; Tribhuvan University","keywords":"Call to action; Mental health; Equity (law); Global mental health; Psychology; Psychiatry; Political science; Business; Advertising","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000881684,0.0001782166,0.0002391289,0.0002242899,0.0002359389,0.00003167927,0.000251922,0.0001221769,0.0003683559],"category_scores_gemma":[0.000003363965,0.0001475972,0.00008343928,0.001751965,0.00003959261,0.0001458861,0.00003895859,0.0003607968,0.001408963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006837402,"about_ca_system_score_gemma":0.0000804521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006518507,"about_ca_topic_score_gemma":0.05406261,"domain_scores_codex":[0.9972463,0.0003564706,0.0004250589,0.0005167116,0.0004242814,0.001031131],"domain_scores_gemma":[0.9994187,0.00001966362,0.00003621448,0.0002232853,0.00001936754,0.0002827361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002453097,0.002235015,0.5209543,0.0006272657,0.00009528532,0.00005995563,0.04780033,0.00003636887,0.0001995013,0.01451673,0.280159,0.1308632],"study_design_scores_gemma":[0.002461801,0.0002961934,0.9861645,0.00009083656,0.000002608346,0.00001300626,0.005943303,0.00001161804,0.000004208549,0.002278909,0.002568573,0.0001644526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514018,0.0005415437,0.000003870698,0.02841807,0.003031765,0.001334451,0.00008114174,0.0001225483,0.01506481],"genre_scores_gemma":[0.9966953,0.00009137578,0.0001399213,0.001062601,0.0001906455,0.0001849427,0.000126459,0.00001464856,0.001494054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4652103,"threshold_uncertainty_score":0.9993685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4255481738367102,"score_gpt":0.5781393854757766,"score_spread":0.1525912116390664,"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."}}