{"id":"W1977129112","doi":"10.1245/s10434-007-9491-8","title":"Outcomes of Salvage Surgery for Squamous Cell Carcinoma of the Anal Canal","year":2007,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":141,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre; University of Toronto; Sunnybrook Health Science Centre; Mount Sinai Hospital","funders":"","keywords":"Medicine; Abdominoperineal resection; Surgery; Surgical oncology; Proportional hazards model; Univariate analysis; Survival analysis; Lymphovascular invasion; Anal canal; Anal cancer; Cancer; Internal medicine; Multivariate analysis; Colorectal cancer; Metastasis","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":[0.0009936445,0.0001266392,0.0009250218,0.0001457428,0.00002953831,8.508172e-7,0.0001252047,0.0001761258,0.0001133814],"category_scores_gemma":[0.000122448,0.00007872712,0.0007223904,0.0002682931,0.0003075271,0.00002091416,0.00006311835,0.0001533715,8.614813e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002537862,"about_ca_system_score_gemma":0.0003278808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009126444,"about_ca_topic_score_gemma":0.0004869023,"domain_scores_codex":[0.9984319,0.0000665665,0.0007234392,0.0001640932,0.0002910145,0.0003229761],"domain_scores_gemma":[0.9968225,0.002116892,0.0003641416,0.0002022932,0.0003539181,0.0001401951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002931429,0.001010321,0.9745967,0.0003572263,0.00007636238,0.0002257408,0.0001554156,0.000003934098,0.004720935,0.0009556747,0.006198589,0.008767711],"study_design_scores_gemma":[0.001361466,0.001634318,0.8882191,0.00001750295,0.0001069538,0.00005735356,0.0001526791,0.00001880134,0.07119149,0.0001419539,0.03700889,0.00008948687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985171,0.000453705,0.000009386651,0.004229511,0.0001820687,0.000233192,0.00004666584,0.00000540609,0.009669017],"genre_scores_gemma":[0.9988514,0.00004158035,0.00004452638,0.0004327465,0.0001014573,0.000004581119,0.00001028608,0.00001052414,0.0005028793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08637755,"threshold_uncertainty_score":0.3210399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07161575586965939,"score_gpt":0.3507154839326985,"score_spread":0.2790997280630391,"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."}}