{"id":"W4385684744","doi":"10.1177/13524585231189677","title":"Enhancing diversity of clinical trial populations in multiple sclerosis","year":2023,"lang":"en","type":"review","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Manitoba","funders":"","keywords":"Clinical trial; Health equity; Diversity (politics); Inclusion (mineral); Ethnic group; Cultural diversity; Equity (law); Medicine; Family medicine; Alternative medicine; MEDLINE; Psychology; Gerontology; Public health; Political science; Nursing; Social psychology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2565574,0.0008795115,0.003667946,0.003735385,0.001295677,0.005519603,0.003254048,0.003559249,0.005176264],"category_scores_gemma":[0.3277967,0.0008688172,0.004435498,0.004157061,0.003156238,0.006084485,0.006445906,0.004099077,0.0004956061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003348138,"about_ca_system_score_gemma":0.01889901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001298657,"about_ca_topic_score_gemma":0.002418672,"domain_scores_codex":[0.6479647,0.3120919,0.02182059,0.00322192,0.01347993,0.001421082],"domain_scores_gemma":[0.5405255,0.3992803,0.03481195,0.01086215,0.01115198,0.00336811],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001609876,0.0002137155,0.003611373,0.1701206,0.003280998,0.000103814,0.002568516,0.00110386,0.0004563055,0.0153202,0.01047836,0.7911324],"study_design_scores_gemma":[0.005738232,0.002029732,0.01554046,0.6551511,0.01003232,0.0008185987,0.001743132,0.0009676352,0.001088459,0.03451093,0.2722537,0.0001256592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005431544,0.9498001,0.008168119,0.02029389,0.001686834,0.006996938,0.0002074045,0.00008416775,0.007331014],"genre_scores_gemma":[0.1434029,0.7302004,0.06807566,0.02368379,0.002377428,0.03042223,0.0005527303,0.00006949403,0.001215379],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7434425,"threshold_uncertainty_score":0.916797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7515324232508435,"score_gpt":0.4915612959204515,"score_spread":0.259971127330392,"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."}}