{"id":"W1970659111","doi":"10.1016/j.ijrobp.2012.09.036","title":"Small Bowel Dose Parameters Predicting Grade ≥3 Acute Toxicity in Rectal Cancer Patients Treated With Neoadjuvant Chemoradiation: An Independent Validation Study Comparing Peritoneal Space Versus Small Bowel Loop Contouring Techniques","year":2012,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Contouring; Colorectal cancer; Toxicity; Radiology; Radiation therapy; Internal medicine; Urology; Nuclear medicine; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006271995,0.0003565719,0.0007212065,0.000292544,0.0001014129,0.00005418551,0.0002935524,0.0002469649,0.00001719222],"category_scores_gemma":[0.0001577431,0.0003082248,0.0001533697,0.0002749705,0.0001105474,0.000643772,0.00008559506,0.000676483,0.000002503791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003343301,"about_ca_system_score_gemma":0.0003365474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007378289,"about_ca_topic_score_gemma":0.0003701572,"domain_scores_codex":[0.9974065,0.0003870499,0.0008874745,0.0003975306,0.0004856966,0.0004357013],"domain_scores_gemma":[0.9973789,0.0002839842,0.001238657,0.000179763,0.0006249908,0.0002936908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006580109,0.003467302,0.9553767,0.000008240027,0.00108951,0.0000876575,0.00169374,0.000873751,0.001216928,0.00004079848,0.000005800964,0.02955948],"study_design_scores_gemma":[0.02340673,0.007420733,0.9451292,0.0001388756,0.0005312312,0.00009305296,0.0003962208,0.002861482,0.01958026,0.00004278839,0.00007645958,0.000323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966117,0.0001214592,0.0002663429,0.0003180813,0.001374236,0.0009892238,0.00003532189,0.00008270307,0.0002009548],"genre_scores_gemma":[0.9963221,0.0001253661,0.002007814,0.0001022866,0.001089022,0.0001166615,0.0001797637,0.00004506401,0.00001190045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02923648,"threshold_uncertainty_score":0.999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05174292464209167,"score_gpt":0.3460965474165129,"score_spread":0.2943536227744212,"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."}}