{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000523807,0.0002028904,0.001031648,0.0004687085,0.00003716892,0.000008217014,0.0003492183,0.0002790519,0.0007098523],"category_scores_gemma":[0.0002175242,0.0001704629,0.0006434604,0.0005419677,0.0002516429,0.0001657362,0.00004708623,0.0004770203,0.000002751914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004552978,"about_ca_system_score_gemma":0.0005525756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002166668,"about_ca_topic_score_gemma":0.00007140005,"domain_scores_codex":[0.9977552,0.0002635553,0.001171518,0.0002391055,0.0003870276,0.0001835761],"domain_scores_gemma":[0.9964647,0.0005050189,0.001808681,0.0001665255,0.000906566,0.0001485113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008290331,0.0004563884,0.9011389,0.00001256664,0.007623869,0.0000113558,0.0006825412,0.001990974,0.03736967,0.001333951,0.0005227445,0.048028],"study_design_scores_gemma":[0.006850218,0.002265051,0.9419639,0.00007680318,0.002835443,0.00003026626,0.00007600379,0.02187982,0.01540325,0.0028594,0.005540096,0.0002197669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918312,0.00113129,0.003278268,0.001147728,0.001483951,0.0001149537,0.0003712192,0.00001777049,0.0006235743],"genre_scores_gemma":[0.9962271,0.000708474,0.0006169667,0.0005303549,0.00162458,0.000004004146,0.0002149921,0.00001914259,0.00005440873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04780823,"threshold_uncertainty_score":0.7772385,"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."}}