{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01254969,0.0004432274,0.002389546,0.0001438081,0.0001370328,0.0001504406,0.0006815622,0.001285893,0.001947849],"category_scores_gemma":[0.01004132,0.0002310617,0.001200482,0.0002285171,0.001335335,0.00001965173,0.0003263768,0.008687273,0.006535191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001857399,"about_ca_system_score_gemma":0.0005201258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000425075,"about_ca_topic_score_gemma":7.861429e-7,"domain_scores_codex":[0.994833,0.001811521,0.001280204,0.0008079599,0.0007402382,0.0005271068],"domain_scores_gemma":[0.9925393,0.005884126,0.0003329966,0.0009808319,0.00006166697,0.0002010254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.09040975,0.00006630756,7.823849e-7,0.0001201659,0.0005435286,0.0008935652,0.0003152981,0.00000177329,0.00000111732,0.00001745204,0.8972538,0.01037647],"study_design_scores_gemma":[0.1763369,0.0005708641,7.607111e-7,0.0002501968,0.001452157,0.0001322585,0.00001154501,0.003852245,6.943472e-7,0.0006315798,0.8165426,0.0002181098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008148799,0.000432265,0.0002876332,0.8901858,0.002525719,0.002841309,0.00001798158,0.0002109063,0.1034168],"genre_scores_gemma":[0.00004008534,0.0001169692,0.001606609,0.7939653,0.02282198,0.0002259437,0.0001822575,0.0000939022,0.180947],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09622058,"threshold_uncertainty_score":0.9989645,"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."}}