{"id":"W1489724758","doi":"10.1111/ans.12786","title":"Outcomes in the surgical treatment of low rectal cancer: does neoadjuvant treatment equalize results?","year":2014,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Rectum; Colorectal cancer; Surgery; Neoadjuvant therapy; Radiation therapy; Cancer; 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":[0.0008885348,0.0003034695,0.001488924,0.0002776264,0.00004682821,0.00001816257,0.0001119501,0.0001037576,0.0001201115],"category_scores_gemma":[0.0002377171,0.0001300827,0.000849587,0.000325426,0.0001147502,0.000101844,0.00001495463,0.0001349905,0.000005494907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006071388,"about_ca_system_score_gemma":0.0003060541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008685842,"about_ca_topic_score_gemma":0.0002022467,"domain_scores_codex":[0.99712,0.0003923865,0.001262791,0.000235458,0.0006253953,0.0003640024],"domain_scores_gemma":[0.9953228,0.003338056,0.000651703,0.0003409858,0.0001581993,0.0001882872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008210628,0.003797922,0.806995,0.00004630062,0.0007752597,0.003044218,0.001472671,0.00003138233,0.0001712768,0.00003815398,0.0003386473,0.1750785],"study_design_scores_gemma":[0.02271472,0.009361933,0.8948637,0.0009897895,0.0007018987,0.001463043,0.0006163873,0.00005639286,0.01160058,0.0002331571,0.05699999,0.0003984625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918392,0.001870289,0.000002157059,0.004093087,0.0006357276,0.0002915364,0.00004489474,0.00001088998,0.00121224],"genre_scores_gemma":[0.9928576,0.006079566,0.0000540321,0.0001045765,0.0003776811,0.00003702584,0.00001063665,0.00002097098,0.0004578638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1746801,"threshold_uncertainty_score":0.5304617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06037787478327385,"score_gpt":0.3488593566003899,"score_spread":0.288481481817116,"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."}}