{"id":"W4390581465","doi":"10.1016/j.conctc.2024.101255","title":"Racial and ethnic diversity in global neuroscience clinical trials","year":2024,"lang":"en","type":"article","venue":"Contemporary Clinical Trials Communications","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Genentech","keywords":"Ethnic group; Generalizability theory; Pacific islanders; Clinical trial; Population; Diversity (politics); Medicine; Race (biology); Cultural diversity; Demography; Gerontology; Health equity; Psychology; Internal medicine; Public health; Pathology; Gender studies; Sociology; Environmental health; Developmental psychology; Anthropology","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":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.3491527,0.0003048598,0.003138304,0.0002248172,0.000438022,0.0002019954,0.001981257,0.001319523,0.00008655428],"category_scores_gemma":[0.6555367,0.0002462933,0.001433964,0.0013987,0.003952989,0.0003821719,0.005315056,0.006591029,0.0001290629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001219971,"about_ca_system_score_gemma":0.003306889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002079734,"about_ca_topic_score_gemma":0.0006246212,"domain_scores_codex":[0.9353251,0.04917323,0.01175147,0.001675508,0.001453463,0.0006211786],"domain_scores_gemma":[0.1701551,0.8169181,0.00200172,0.007705384,0.00100186,0.0022178],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003257226,0.003046424,0.6116129,0.0003094934,0.0003916176,0.0003160195,0.0004041836,0.000001021704,0.0001064822,0.08370586,0.01288486,0.2839639],"study_design_scores_gemma":[0.01516814,0.002973865,0.6912104,0.002402538,0.0006607499,0.00004065839,0.0003950239,0.006349125,0.00001085279,0.1728987,0.1071743,0.0007157146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3865045,0.1268495,0.004348612,0.3762268,0.01263831,0.0133202,0.0008243453,0.001314715,0.07797313],"genre_scores_gemma":[0.9469877,0.04533219,0.001585908,0.004310526,0.0007883178,0.00006691221,0.00004568184,0.00002649609,0.0008563118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7677449,"threshold_uncertainty_score":0.9999989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9746900595835583,"score_gpt":0.773714074869387,"score_spread":0.2009759847141712,"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."}}