{"id":"W4405038649","doi":"10.1182/blood-2024-201731","title":"The Roadmap to Integrate Diversity, Equity, and Inclusion in Hematology Clinical Trials: An ASH Initiative Submitted on Behalf of the Entire Roadmap to Improve DEI in Clinical Trials Working Group","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"Novo Nordisk; Teva Pharmaceutical Industries","keywords":"Clinical trial; Inclusion (mineral); Equity (law); Diversity (politics); Medicine; Hematology; Internal medicine; Family medicine; Political science; 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","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06690654,0.000189711,0.001212841,0.0002442498,0.0003068097,0.00005737993,0.0004318766,0.0006611579,0.00001248063],"category_scores_gemma":[0.01719819,0.00009774324,0.0003204646,0.0006888259,0.0004938433,0.0000531038,0.01144201,0.001235692,0.000004045454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005387097,"about_ca_system_score_gemma":0.0002352648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002091843,"about_ca_topic_score_gemma":0.002432335,"domain_scores_codex":[0.989452,0.00653703,0.002397171,0.0005692206,0.0007391153,0.0003054728],"domain_scores_gemma":[0.9890373,0.00979351,0.0004028649,0.0003887343,0.00009483848,0.0002826944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002412689,0.001923297,0.05007306,0.0001242015,0.0002577999,0.00009322621,0.005559589,0.000001105468,0.001624475,0.009249273,0.0002059308,0.9284754],"study_design_scores_gemma":[0.04078334,0.01307485,0.7422459,0.01045536,0.002185688,0.00006711894,0.004175842,0.003815364,0.005806571,0.1711744,0.005292399,0.0009231916],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576421,0.0007051855,0.0001573109,0.03774681,0.001618364,0.001729262,0.00001668005,0.00002752896,0.00035675],"genre_scores_gemma":[0.9969755,0.0003617862,0.0001240209,0.001999886,0.0004539379,0.00002668162,0.00001356048,0.00001624014,0.00002839733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9275522,"threshold_uncertainty_score":0.9965532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3212720656475097,"score_gpt":0.5209066812045254,"score_spread":0.1996346155570158,"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."}}