{"id":"W4417048830","doi":"10.1016/j.ajog.2025.12.023","title":"Toward equitable biomarker-driven trials in gynecologic oncology research","year":2025,"lang":"en","type":"article","venue":"American Journal of Obstetrics and Gynecology","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Gynecologic oncology; Gynecologic cancer; Clinical trial; MEDLINE; Gynecologic surgical procedures","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":[0.4674157,0.001610321,0.004691772,0.003883672,0.001340045,0.007943396,0.004256705,0.004852307,0.006426796],"category_scores_gemma":[0.7096961,0.001945926,0.00177802,0.003144013,0.008935982,0.01044711,0.01279596,0.01083705,0.001479342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003873613,"about_ca_system_score_gemma":0.01628618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005801686,"about_ca_topic_score_gemma":0.0007590775,"domain_scores_codex":[0.4572786,0.5152766,0.00833335,0.005326154,0.01276398,0.001021399],"domain_scores_gemma":[0.26691,0.6610442,0.02253117,0.03126305,0.0153319,0.00291959],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005375746,0.0009905001,0.01181291,0.003289614,0.00340163,0.0002860489,0.001324891,0.04940585,0.001140003,0.5603727,0.01317391,0.3494263],"study_design_scores_gemma":[0.001292252,0.0006763024,0.001148416,0.001079049,0.0003773205,0.0001477825,0.0001562573,0.03635057,0.0008693858,0.9461982,0.01167357,0.00003094212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009514148,0.01029657,0.9181797,0.04939275,0.0009278835,0.002379768,0.000373936,0.0003134712,0.00862179],"genre_scores_gemma":[0.2677721,0.005615162,0.6913068,0.02025237,0.00240392,0.009721849,0.0005141497,0.0003448241,0.002068755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5325843,"threshold_uncertainty_score":0.6567713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7084108962848776,"score_gpt":0.6238441236922959,"score_spread":0.08456677259258172,"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."}}