{"id":"W4402666359","doi":"10.1001/jama.2024.16009","title":"Diversity Action Plans in Clinical Trials","year":2024,"lang":"en","type":"article","venue":"JAMA","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact; University of British Columbia","funders":"","keywords":"Medicine; Food and drug administration; Diversity (politics); Mandate; Accountability; Action (physics); Clinical trial; Public relations; Pharmacology; Law; 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":[0.2914616,0.0009550369,0.001107006,0.002227879,0.01247174,0.02058407,0.004871424,0.04159427,0.006623608],"category_scores_gemma":[0.3833728,0.001327947,0.002211137,0.001865969,0.02678019,0.02369577,0.01898077,0.04763836,0.001532376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0123294,"about_ca_system_score_gemma":0.06487779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007644825,"about_ca_topic_score_gemma":0.009271625,"domain_scores_codex":[0.6357697,0.2622083,0.01444182,0.01307118,0.06080005,0.01370884],"domain_scores_gemma":[0.5866303,0.3234809,0.01839787,0.01677019,0.03084499,0.02387569],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004191788,0.00005996824,0.0007266757,0.0001572749,0.00003268284,0.0001412662,0.001694041,0.0006800405,0.0001244214,0.7942049,0.174456,0.02768087],"study_design_scores_gemma":[0.0002278973,0.0001558798,0.001160744,0.0013101,0.00003591123,0.0001430881,0.001078328,0.001267623,0.0004479089,0.507718,0.4863366,0.0001179816],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001465762,0.003689684,0.01599227,0.9233975,0.00662776,0.0002116524,0.00005298293,0.00008434742,0.04847798],"genre_scores_gemma":[0.1049609,0.00308387,0.027032,0.834183,0.01252611,0.001259503,0.00008410686,0.00008508887,0.0167855],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7085384,"threshold_uncertainty_score":0.873754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8772738531280921,"score_gpt":0.7152826421074898,"score_spread":0.1619912110206023,"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."}}