{"id":"W3023739552","doi":"10.1016/j.ijrobp.2006.07.574","title":"2169","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Regional Cancer Foundation","funders":"","keywords":"Medicine; External beam radiotherapy; Brachytherapy; Rectum; Radiation therapy; Prospective cohort study; Cohort; Urology; 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":[0.0002938131,0.0001440463,0.0003636391,0.0001457852,0.00004817424,0.0000186004,0.0002285968,0.0001667312,0.0001411373],"category_scores_gemma":[0.0001304134,0.0001195329,0.0002742602,0.0001415575,0.0001101198,0.0001658928,0.00004327896,0.0003676664,0.0000660987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004252708,"about_ca_system_score_gemma":0.0003790235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003059544,"about_ca_topic_score_gemma":0.000006914867,"domain_scores_codex":[0.998724,0.00008220554,0.0005996894,0.0001553519,0.0002568775,0.0001818439],"domain_scores_gemma":[0.9983196,0.0001702977,0.000618982,0.00009289944,0.0006992223,0.00009904745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006357165,0.0007348147,0.8374196,0.0000100908,0.0003085933,0.0002173395,0.0001272582,0.000223432,0.01567097,0.0387643,0.008507439,0.09738039],"study_design_scores_gemma":[0.01283539,0.00397137,0.5762929,0.00008338254,0.000435493,0.001960628,0.00009939433,0.002297885,0.01443307,0.08533872,0.3017861,0.0004656124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786316,0.0006591428,0.003979615,0.005326992,0.002274912,0.0001187798,0.00002400256,0.00004152228,0.008943406],"genre_scores_gemma":[0.9903558,0.0001610976,0.001291513,0.001080757,0.006678929,0.000003565245,0.00006669222,0.00001801622,0.0003436566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2932787,"threshold_uncertainty_score":0.4874408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700703946213534,"score_gpt":0.3124952637022164,"score_spread":0.2954882242400811,"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."}}