{"id":"W2781449980","doi":"10.1634/theoncologist.2017-0237","title":"Racial and Ethnic Composition of Cancer Clinical Drug Trials: How Diverse Are We?","year":2017,"lang":"en","type":"article","venue":"The Oncologist","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Microsoft","keywords":"Medicine; Clinical trial; Ethnic group; Drug; Cancer; Clinical research; Pharmacology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01837714,0.00008913393,0.0006902253,0.00002402262,0.0003460614,0.00004164152,0.000413569,0.0003301009,0.0001135909],"category_scores_gemma":[0.04281875,0.00005093044,0.0001806287,0.00003820852,0.003263696,0.00005188335,0.0004222376,0.001512902,0.00001179023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006955068,"about_ca_system_score_gemma":0.0003203333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005214923,"about_ca_topic_score_gemma":0.004409056,"domain_scores_codex":[0.9976793,0.0009093901,0.0005067072,0.0002396169,0.0004873567,0.0001776425],"domain_scores_gemma":[0.9788983,0.01910227,0.0007993325,0.0007453039,0.0003219121,0.0001328911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01223784,0.001624814,0.516929,0.0008695472,0.0007691807,0.0002388317,0.002354021,0.000005933238,0.003276133,0.00873288,0.03501039,0.4179515],"study_design_scores_gemma":[0.007767495,0.001331638,0.9649667,0.0008597695,0.0005974789,0.000005878335,0.001631028,0.0001863524,0.001087388,0.0138809,0.007530993,0.0001543561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7952857,0.001306109,0.00002320376,0.1993133,0.0007330347,0.0005836072,0.00004366579,0.00001965531,0.002691708],"genre_scores_gemma":[0.9777617,0.01774961,0.000210366,0.0005928713,0.0009189188,0.000022742,0.000002611381,0.000008655956,0.002732552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4480377,"threshold_uncertainty_score":0.9994488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8741845997911862,"score_gpt":0.7193066874101237,"score_spread":0.1548779123810625,"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."}}