{"id":"W3152849619","doi":"10.1158/1557-3265.radsci21-po-091","title":"Abstract PO-091: Does volumetric-modulated arc therapy improve anal cancer treatment outcome and reduce toxicity: A single institution experience","year":2021,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Windsor Regional Hospital","funders":"","keywords":"Medicine; Anal cancer; Anal canal; Radiation therapy; Rectum; Cancer; Surgery; Radiology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006909696,0.0001950641,0.0005388465,0.0001725145,0.0002476351,0.00008604787,0.0001189368,0.0001888737,0.0008353116],"category_scores_gemma":[0.0007065292,0.0001260955,0.0002010592,0.0009102001,0.0005788212,0.0001222983,0.0001025726,0.0006246438,0.00001159371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006280321,"about_ca_system_score_gemma":0.001161688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004734828,"about_ca_topic_score_gemma":0.003683734,"domain_scores_codex":[0.9972631,0.0001771171,0.0006001733,0.00076094,0.000663379,0.0005352693],"domain_scores_gemma":[0.9980961,0.0004089558,0.00008665152,0.0003655855,0.0005900188,0.0004526686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002054999,0.001230635,0.4430841,0.000080269,0.0001533285,0.0003989935,0.0005270393,0.00000309281,0.1585916,0.00002215134,0.0001264522,0.3937274],"study_design_scores_gemma":[0.003978168,0.00245229,0.8677818,0.0001667174,0.00004303653,0.00001909968,0.0005891505,0.0002635882,0.1132704,0.00008786947,0.01111082,0.0002370371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884497,0.0058769,0.000004313234,0.003750114,0.0005065491,0.0004926363,0.00004710036,0.00003975784,0.0008329203],"genre_scores_gemma":[0.9876568,0.008031778,0.00004535552,0.0003482624,0.0008132071,0.0001812303,0.00001371463,0.00002006172,0.002889562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4246977,"threshold_uncertainty_score":0.9146076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.345857477509219,"score_gpt":0.5328197080830454,"score_spread":0.1869622305738264,"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."}}