{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002711321,0.0001456667,0.0007329915,0.00002581656,0.0000553543,0.000007336199,0.00006885525,0.000293896,0.00200724],"category_scores_gemma":[0.0003612661,0.0001169619,0.0003607951,0.0001085419,0.0002035577,0.00003712283,0.00002612031,0.0002400558,0.00004986566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002507415,"about_ca_system_score_gemma":0.001973542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006003372,"about_ca_topic_score_gemma":0.00008982214,"domain_scores_codex":[0.9984803,0.000144824,0.0005397069,0.0004337184,0.0001112312,0.0002902429],"domain_scores_gemma":[0.9982726,0.0007409973,0.0001184331,0.0002788168,0.000356132,0.0002330026],"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":[0.006308548,0.0043114,0.03438633,0.00008345758,0.00416319,0.0009010282,0.0003625803,0.000004040825,0.005780173,0.0009490338,0.4185143,0.524236],"study_design_scores_gemma":[0.02516115,0.006997615,0.05561817,0.00004897777,0.0009279803,0.0001445723,0.0001406446,0.0004698733,0.002577812,0.0009835412,0.906685,0.0002446535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4968092,0.04147813,0.03668356,0.2241639,0.02086048,0.008245534,0.0007030003,0.0006990936,0.1703571],"genre_scores_gemma":[0.3812756,0.02046621,0.3304073,0.1689551,0.01941612,0.002818438,0.0002891631,0.000349443,0.07602257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5239913,"threshold_uncertainty_score":0.9989051,"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."}}