{"id":"W4317354958","doi":"10.1212/cpj.0000000000200113","title":"Enrollment of Participants From Marginalized Racial and Ethnic Groups","year":2023,"lang":"en","type":"article","venue":"Neurology Clinical Practice","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Public Health Ontario; University of Toronto","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Ethnic group; Generalizability theory; Medicine; Confidence interval; Demography; Clinical trial; Randomized controlled trial; Pacific islanders; Psychology; Population; Internal medicine; Developmental psychology","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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01423004,0.0001527177,0.0007675334,0.0001002458,0.00006833492,0.00001072615,0.0002283379,0.0009044659,0.0003800121],"category_scores_gemma":[0.2868571,0.0001328746,0.0001738251,0.0004088932,0.001065892,0.0001258478,0.0004968435,0.004191497,0.0004667667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009229148,"about_ca_system_score_gemma":0.0003095907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000952791,"about_ca_topic_score_gemma":0.00007620694,"domain_scores_codex":[0.9943442,0.00204544,0.001430806,0.0007422297,0.0009050128,0.0005323223],"domain_scores_gemma":[0.8386221,0.1595099,0.0004006863,0.0006712234,0.0003763048,0.0004198115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09799621,0.006417092,0.7537739,0.0005766648,0.001948221,0.007167067,0.001849205,0.0000173682,0.005735265,0.01536789,0.01119956,0.09795158],"study_design_scores_gemma":[0.007064255,0.00478335,0.92764,0.00005065993,0.0005466632,0.00003046227,0.0001212164,0.0009582838,0.000117441,0.02966032,0.02887972,0.0001476934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9167545,0.0003707412,0.0000441193,0.07842366,0.0007898992,0.000393763,0.00001258539,0.00009218958,0.003118558],"genre_scores_gemma":[0.9694952,0.0071117,0.00133224,0.02100908,0.000522783,0.00003019294,0.00001584838,0.00003267752,0.0004502914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2726271,"threshold_uncertainty_score":0.9981059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7306753561047776,"score_gpt":0.6703211566480847,"score_spread":0.06035419945669296,"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."}}