{"id":"W4395450028","doi":"10.1053/j.gastro.2024.04.020","title":"Basket, Umbrella, and Platform Trials: The Potential for Master Protocol–Based Trials in Inflammatory Bowel Disease","year":2024,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Inflammatory bowel disease; Medicine; Protocol (science); Clinical trial; Disease; Intensive care medicine; Internal medicine; Pathology; Alternative medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.1113831,0.001371554,0.004089633,0.001286096,0.001148766,0.00654435,0.00257412,0.005888709,0.01370475],"category_scores_gemma":[0.07822765,0.0006964782,0.003927871,0.001448789,0.00315548,0.007595781,0.004169236,0.008532212,0.001699811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002411196,"about_ca_system_score_gemma":0.00842204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006134976,"about_ca_topic_score_gemma":0.001023632,"domain_scores_codex":[0.9379368,0.05299679,0.002399649,0.002144666,0.003056574,0.001465426],"domain_scores_gemma":[0.9298335,0.03961641,0.0112905,0.008876924,0.003730792,0.006651889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.4281063,0.006250612,0.005410331,0.00636718,0.006302911,0.0003346846,0.0008267395,0.002850821,0.01111838,0.0557793,0.03892669,0.437726],"study_design_scores_gemma":[0.3709467,0.1951779,0.01618107,0.007645625,0.005299188,0.0007292494,0.0008981635,0.007228743,0.01044539,0.1600112,0.2249134,0.0005233399],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5018818,0.09735344,0.1184696,0.1128558,0.03025118,0.05368748,0.009068321,0.00201105,0.07442129],"genre_scores_gemma":[0.6851082,0.01873211,0.1741218,0.05033083,0.006352489,0.04681757,0.004094601,0.00076492,0.01367745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1113831,"threshold_uncertainty_score":0.5890574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07373650700413996,"score_gpt":0.3538731137210565,"score_spread":0.2801366067169165,"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."}}