{"id":"W4400572999","doi":"10.1093/oncolo/oyae172","title":"It is time to rethink randomized clinical trial approaches","year":2024,"lang":"en","type":"letter","venue":"The Oncologist","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"BATES; Randomized controlled trial; Clinical trial; Psychology; Medical physics; Medicine; Engineering; Internal 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1816935,0.001894787,0.006266279,0.002893399,0.005566411,0.01493501,0.01003966,0.06229311,0.01087803],"category_scores_gemma":[0.4305567,0.001801196,0.006201539,0.002772837,0.01207201,0.01831998,0.0041451,0.09854201,0.009111071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0101851,"about_ca_system_score_gemma":0.01593814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003973498,"about_ca_topic_score_gemma":0.008418314,"domain_scores_codex":[0.8526731,0.08152476,0.02283682,0.009981323,0.02954313,0.003440845],"domain_scores_gemma":[0.458075,0.449696,0.01619098,0.01281883,0.04864771,0.01457145],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003755593,0.00007237597,0.0002673671,0.0004647666,0.0002414415,0.0002253715,0.0001621399,0.0001500756,0.0001007973,0.01047665,0.962107,0.02535646],"study_design_scores_gemma":[0.002608849,0.000436758,0.0009547499,0.003308167,0.0003788639,0.0003913128,0.00038784,0.001425711,0.0002748426,0.09874957,0.8908331,0.0002503168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006463669,0.001847344,0.0003960754,0.9396293,0.05740967,0.00004237276,0.00005243817,0.00003831014,0.0005198196],"genre_scores_gemma":[0.0006981182,0.0009560809,0.001487253,0.920633,0.07526969,0.0001334789,0.00002463749,0.00003721747,0.0007605093],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8183064,"threshold_uncertainty_score":0.9608988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228221381364503,"score_gpt":0.4079856865953792,"score_spread":0.2851635484589289,"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."}}