{"id":"W4310087091","doi":"10.1016/j.radonc.2022.11.018","title":"Evaluation of dosimetric predictors of toxicity after IMRT with concurrent chemotherapy for anal cancer","year":2022,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Toxicity; Radiation therapy; Anal cancer; Acute toxicity; Internal medicine; Chemotherapy; Genitourinary system; Surgery; Gastroenterology; Urology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001384189,0.000379033,0.000427371,0.0006592564,0.0002522425,0.0007569939,0.0003485132,0.0003073628,0.000627805],"category_scores_gemma":[0.007039233,0.0001725558,0.0005425055,0.001095989,0.0002856023,0.0003941429,0.0003440577,0.0004701241,0.0001110479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005562752,"about_ca_system_score_gemma":0.0005725616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145479,"about_ca_topic_score_gemma":0.002059066,"domain_scores_codex":[0.9994029,0.0002577384,0.00006515629,0.00005944837,0.000157319,0.00005752797],"domain_scores_gemma":[0.9960075,0.002044347,0.001131342,0.0001929218,0.0003554906,0.0002684397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001434983,0.00007984017,0.9886403,0.00001981127,0.0001041574,0.00006694017,0.00004199749,0.00156775,0.00125385,0.00003864993,0.00005039997,0.006701274],"study_design_scores_gemma":[0.00001302304,0.0007932812,0.9926857,0.000005665099,0.0001499375,0.0002184544,0.00009443407,0.004647816,0.001043427,0.00007132992,0.0002689322,0.00000803838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998434,0.0004086347,0.0004620301,0.00002694634,0.000006819042,0.00001041902,0.00009202916,0.000009564496,0.000549493],"genre_scores_gemma":[0.9996302,0.00004876042,0.0001362755,0.000004419724,0.000005483387,0.000003599315,0.00008002899,0.000005542952,0.00008573429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00145479,"threshold_uncertainty_score":0.007320344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0264697996760214,"score_gpt":0.3341479279571746,"score_spread":0.3076781282811532,"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."}}