{"id":"W4415791945","doi":"10.1080/10428194.2025.2579735","title":"Reporting and enrollment disparities in hematologic malignancy trials between 2000–2023","year":2025,"lang":"en","type":"article","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Foundation; Princess Margaret Cancer Centre; Women's College Hospital; University of Toronto","funders":"Leukemia and Lymphoma Society","keywords":"Hematologic malignancy; Clinical trial; Ethnic group; Race (biology); Multiple myeloma; Odds; Odds ratio; Diversity (politics)","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":[],"category_scores_codex":[0.1010151,0.0001250497,0.0004785695,0.002155801,0.0005651404,0.002076923,0.000841614,0.0006585908,0.001660602],"category_scores_gemma":[0.2136406,0.0002371882,0.0005642952,0.003984391,0.0008667991,0.001710464,0.002004241,0.0009827052,0.0002535557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002461239,"about_ca_system_score_gemma":0.005366933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007855926,"about_ca_topic_score_gemma":0.01345157,"domain_scores_codex":[0.8984329,0.06553929,0.01869258,0.004020163,0.01081117,0.002503977],"domain_scores_gemma":[0.7288903,0.1279658,0.1074008,0.009831478,0.02000541,0.005906292],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001402007,0.0001004121,0.905248,0.0008018442,0.0003735485,0.0001026812,0.002035808,0.0004957637,0.0005230953,0.004028033,0.01269334,0.07219537],"study_design_scores_gemma":[0.0001895027,0.0003818824,0.9528961,0.001849784,0.0002726012,0.0004155994,0.001603477,0.0009087633,0.001194742,0.002818336,0.0374174,0.00005175062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8890359,0.02714654,0.005671783,0.0340097,0.000473371,0.0008277227,0.01606867,0.0001022577,0.02666399],"genre_scores_gemma":[0.9805791,0.003094595,0.002330035,0.007705105,0.0003452839,0.0008681414,0.004179725,0.00003805921,0.0008600171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8989849,"threshold_uncertainty_score":0.5342253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2383586424461649,"score_gpt":0.4826570369256505,"score_spread":0.2442983944794856,"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."}}