{"id":"W2769544849","doi":"10.1503/cjs.002417","title":"Transanal minimally invasive surgery for benign large rectal polyps and early malignant rectal cancers: experience and outcomes from the first Canadian centre to adopt the technique","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Health Sciences North","funders":"","keywords":"Medicine; Rectal Polyp; Surgery; Rectum; Anal verge; Abdominoperineal resection; Anal stenosis; Colorectal surgery; Dysplasia; Colorectal cancer; Urinary retention; Resection margin; Radical surgery; Cancer; Hemorrhoids; Resection; Abdominal surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007467,0.0002735484,0.00071265,0.0002718773,0.001034741,0.0002434515,0.0002803243,0.0001339566,0.0001251399],"category_scores_gemma":[0.001476343,0.0001704901,0.0003196858,0.0001389731,0.0003052249,0.0002386402,0.00002319422,0.0002783696,0.000001010987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006567551,"about_ca_system_score_gemma":0.005224825,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5082415,"about_ca_topic_score_gemma":0.9307073,"domain_scores_codex":[0.998114,0.0000727404,0.0005166279,0.0003100438,0.0002569097,0.0007296954],"domain_scores_gemma":[0.9955721,0.001815765,0.0003085649,0.0003890514,0.0002262595,0.001688195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000360672,0.00001010031,0.9848502,0.0000187866,0.0002168428,0.001544725,0.003160628,3.332475e-7,0.00004449315,0.000009410997,0.004909028,0.004874833],"study_design_scores_gemma":[0.0005086105,0.0001226586,0.974556,0.0006485992,0.0001356836,0.0003849402,0.001154729,0.000002252574,0.0005420339,0.00003268945,0.02169396,0.0002178616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738559,0.00154345,0.0000103447,0.02256434,0.0006347896,0.000705905,0.0005413859,0.000005530313,0.0001383272],"genre_scores_gemma":[0.9975519,0.000202482,0.0001105861,0.001683951,0.0002604323,0.0000767387,0.000006573998,0.00003447571,0.0000728667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4224658,"threshold_uncertainty_score":0.9268615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04433587477912607,"score_gpt":0.2680763122099852,"score_spread":0.2237404374308591,"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."}}