{"id":"W3042762353","doi":"10.1111/codi.15263","title":"Abdominoperineal excision in Australasia: clinical outcomes, predictive factors and recent trends of nonrestorative rectal cancer surgery","year":2020,"lang":"en","type":"article","venue":"Colorectal Disease","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"BC Cancer Agency; Colorectal Surgical Society of Australia and New Zealand; Peter MacCallum Cancer Centre","keywords":"Medicine; Abdominoperineal resection; Colorectal cancer; Incidence (geometry); Anastomosis; Anal verge; Surgery; Colorectal surgery; Resection margin; Cancer; Cancer registry; General surgery; Resection; Internal medicine; Abdominal surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001645493,0.0003305632,0.001054178,0.000172879,0.00003764482,0.00001165336,0.00007915722,0.0001450822,0.0005250216],"category_scores_gemma":[0.001226581,0.0002474586,0.0003321372,0.0006916117,0.0002764153,0.0001395513,0.0001248152,0.0003259495,0.000005025063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003129761,"about_ca_system_score_gemma":0.0004365191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002047173,"about_ca_topic_score_gemma":0.0001309563,"domain_scores_codex":[0.9977111,0.0002139571,0.0007227309,0.0006249447,0.0004016042,0.00032564],"domain_scores_gemma":[0.9977763,0.0007215324,0.0001785806,0.0001651317,0.0001221167,0.001036343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01807172,0.0006269564,0.9570962,0.00006846521,0.0001824118,0.0004167263,0.0004473843,0.000007295906,0.00006380851,0.000003250959,0.0005209897,0.02249474],"study_design_scores_gemma":[0.002774304,0.001098238,0.9943517,0.0001122135,0.0002087066,0.000002602289,0.0001147573,0.0003170867,0.0002705494,0.000007938695,0.0005500384,0.000191845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963183,0.0006042172,0.000002728827,0.001333041,0.0003408994,0.0005691342,0.0003577238,0.00005721967,0.0004167058],"genre_scores_gemma":[0.9985139,0.0008621566,0.00002947745,0.000169032,0.0001092047,0.0001327221,0.00009249106,0.00003081432,0.00006019692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03725548,"threshold_uncertainty_score":0.9999978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09078006877517159,"score_gpt":0.3797572159170742,"score_spread":0.2889771471419026,"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."}}