{"id":"W2136558279","doi":"10.1016/j.ijrobp.2011.06.259","title":"Prospective Evaluation of IMRT for Anal and Perianal Cancer: Early Patterns of Failure","year":2011,"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":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Anal cancer; Prospective cohort study; Stage (stratigraphy); Contouring; Cumulative incidence; Internal medicine; Cancer; Cohort; Surgery; Nuclear 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":[0.0005861064,0.0001151095,0.000402196,0.0001464641,0.0000273732,0.000004817046,0.0001354124,0.0001246687,0.0001027006],"category_scores_gemma":[0.0001892769,0.00009612323,0.0001829313,0.00008638638,0.0001142615,0.0001546541,0.00002934819,0.0001748975,6.005092e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002755062,"about_ca_system_score_gemma":0.0005413136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001070575,"about_ca_topic_score_gemma":0.00004586291,"domain_scores_codex":[0.9987894,0.00009737704,0.0005551855,0.0001469051,0.0002981136,0.0001130156],"domain_scores_gemma":[0.9965243,0.000116975,0.0009643667,0.00006621289,0.002255767,0.00007235291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001041933,0.0002538954,0.9415427,0.00002466094,0.0005044819,0.000003335028,0.001440667,0.00002446756,0.007559417,0.004561728,0.00005597021,0.04298677],"study_design_scores_gemma":[0.0060513,0.003152103,0.9632721,0.00007308232,0.0005748805,0.00006712338,0.0002447366,0.001619676,0.01473315,0.009856896,0.0002570387,0.00009790024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959646,0.0003693749,0.001995097,0.00047227,0.0005194332,0.0003109502,0.0001354143,0.000005409094,0.0002274067],"genre_scores_gemma":[0.997689,0.0001544718,0.001084776,0.00007701063,0.0009225708,0.00002200063,0.00002450364,0.00001155255,0.00001413453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04288887,"threshold_uncertainty_score":0.3919792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04253035026666657,"score_gpt":0.3479734525139979,"score_spread":0.3054431022473313,"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."}}