{"id":"W3161506397","doi":"10.1016/j.clon.2021.03.023","title":"Image-guided Adaptive Radiotherapy for Bladder Cancer","year":2021,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"Department of Health and Social Care; National Institute for Health and Care Research; Royal Marsden NHS Foundation Trust","keywords":"Image-guided radiation therapy; Medicine; Radiation therapy; Bladder cancer; Magnetic resonance imaging; Medical physics; Radiology; Cone beam computed tomography; Nuclear medicine; Cancer; Computed tomography; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002019537,0.0002100144,0.0002031471,0.0003163383,0.0001283084,0.000361812,0.0004994158,0.0002765708,0.002215488],"category_scores_gemma":[0.0006571935,0.0001510345,0.0002449919,0.0003586867,0.0002555836,0.0002967895,0.0003574165,0.0003968424,0.0003281751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002935975,"about_ca_system_score_gemma":0.0004580349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002285272,"about_ca_topic_score_gemma":0.002920746,"domain_scores_codex":[0.9999074,0.00002509075,0.000004988362,0.0000142023,0.0000371049,0.00001126099],"domain_scores_gemma":[0.9999223,0.00002961399,0.00001870062,0.0000106278,0.00001289268,0.000005875366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001196721,0.0002586653,0.01002613,0.001517909,0.0002326901,0.000415864,0.0002783218,0.02767917,0.2397412,0.002594416,0.005513663,0.7105452],"study_design_scores_gemma":[0.0007573181,0.005334649,0.2200095,0.0009687761,0.001532913,0.0157487,0.0005277789,0.2552179,0.3367192,0.009315495,0.1535311,0.0003365975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5533679,0.06069357,0.3355843,0.002410496,0.0005654852,0.0003463211,0.0003482113,0.00237287,0.04431088],"genre_scores_gemma":[0.918402,0.009235856,0.06369469,0.0005663089,0.0001294638,0.00007789426,0.0001632095,0.0002795023,0.007450983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002285272,"threshold_uncertainty_score":0.00741148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1735581198930772,"score_gpt":0.5011132921455881,"score_spread":0.3275551722525109,"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."}}