{"id":"W2135681139","doi":"10.1016/j.ijrobp.2014.05.138","title":"Predictors of Radiotherapy-Related GI Toxicity from Anal Cancer DP-IMRT: Secondary Analysis of RTOG 0529","year":2014,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Common Terminology Criteria for Adverse Events; Radiation therapy; Supine position; Acute toxicity; Adverse effect; Internal medicine; Logistic regression; Proportional hazards model; Colorectal cancer; Stage (stratigraphy); Cancer; Gastroenterology; Multivariate analysis; Oncology; Nuclear medicine; Toxicity; Urology; Surgery","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":[0.0005450005,0.000339557,0.0006551826,0.0005032159,0.0001913448,0.0006386176,0.0004051641,0.0003454183,0.003490257],"category_scores_gemma":[0.00172939,0.0001701921,0.001539228,0.0009150046,0.0001456228,0.0003518097,0.000618752,0.0006369772,0.0005246238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003910715,"about_ca_system_score_gemma":0.0004398909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003635704,"about_ca_topic_score_gemma":0.003985909,"domain_scores_codex":[0.9994825,0.0001577263,0.00004011925,0.0001022855,0.00009701747,0.0001202577],"domain_scores_gemma":[0.9987969,0.0003486542,0.000343159,0.0001431974,0.0001204953,0.000247575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002872742,0.0001523106,0.9891497,0.00004400456,0.0005108888,0.00009381116,0.00003479342,0.0008620895,0.001634213,0.0000417018,0.0005525094,0.004051186],"study_design_scores_gemma":[0.0000514861,0.0005727886,0.997443,0.000005424541,0.0002128412,0.0001475385,0.00005836388,0.0006788441,0.0003121303,0.00003479434,0.0004773801,0.000005471332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972584,0.0001996721,0.0001711059,0.00002657123,0.000006979704,0.00001602515,0.001538374,0.00001187953,0.0007708394],"genre_scores_gemma":[0.9980903,0.00003674291,0.00005860333,0.00002461564,0.00001038015,0.00001145003,0.00138837,0.00001545113,0.0003640508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003635704,"threshold_uncertainty_score":0.01167613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01184854340316113,"score_gpt":0.3037799489273811,"score_spread":0.29193140552422,"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."}}