{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001760319,0.000304301,0.0006287843,0.0003194749,0.0005190292,0.0008981127,0.0006039171,0.0004887897,0.003764689],"category_scores_gemma":[0.003298087,0.000162007,0.0007337735,0.0004499358,0.0004119517,0.0006344879,0.000585716,0.0008234837,0.001223648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005784084,"about_ca_system_score_gemma":0.000863574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005605067,"about_ca_topic_score_gemma":0.0008094462,"domain_scores_codex":[0.9991242,0.0004033095,0.0001175768,0.0001399731,0.000128268,0.00008660827],"domain_scores_gemma":[0.9984046,0.000463627,0.000341878,0.0002484852,0.0001629912,0.0003785493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0262586,0.05886875,0.2821383,0.001622414,0.001427035,0.003039419,0.002658483,0.002815178,0.02156915,0.0004705549,0.007725093,0.5914069],"study_design_scores_gemma":[0.01231033,0.4097299,0.4975691,0.0009700737,0.001538287,0.0151977,0.002837792,0.005616831,0.02185231,0.0005271778,0.03164165,0.0002088883],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994647,0.001492589,0.0009237907,0.0002248465,0.0000420351,0.000364935,0.0003377989,0.00005182441,0.001915169],"genre_scores_gemma":[0.9941241,0.001708462,0.002020973,0.0003080144,0.00009410614,0.0002400867,0.000563769,0.00004340558,0.0008969858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003764689,"threshold_uncertainty_score":0.01259416,"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."}}