{"id":"W4229014719","doi":"10.1016/j.cgh.2022.04.021","title":"A Rectum-Specific Selective Resection Algorithm Optimizes Oncologic Outcomes for Large Nonpedunculated Rectal Polyps","year":2022,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"University of British Columbia","keywords":"Medicine; Rectum; Resection; Distal colon; General surgery; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00105024,0.0002389953,0.001030015,0.0002327232,0.0004148126,0.00001217472,0.0001408447,0.0002203179,0.0003711508],"category_scores_gemma":[0.0002171486,0.0002111002,0.0003501323,0.0001806026,0.000226421,0.00004472216,0.0003008158,0.0007898248,0.000007054093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001525117,"about_ca_system_score_gemma":0.00007503114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002519403,"about_ca_topic_score_gemma":0.0001050895,"domain_scores_codex":[0.9972301,0.000532323,0.0007378107,0.0006983784,0.0001409627,0.0006604957],"domain_scores_gemma":[0.9985654,0.0006686473,0.0002556283,0.0002505238,0.0001005881,0.0001592294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007274506,0.0006773347,0.9656746,0.00002036616,0.0004859108,0.0001153417,0.00006477701,0.000005738443,0.00001046501,0.0003091105,0.01772275,0.007639133],"study_design_scores_gemma":[0.02429544,0.02498425,0.8638123,0.00001147615,0.0005672497,0.0010263,0.0006641246,0.004916258,0.00001003635,0.0007712857,0.07869136,0.0002499021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775015,0.0002995131,0.008390034,0.01008689,0.002178444,0.001077699,0.00006959349,0.0001362409,0.0002601503],"genre_scores_gemma":[0.9813449,0.0004715191,0.007183665,0.00916741,0.000269341,0.0004716733,0.0001532199,0.00003046349,0.0009078186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1018622,"threshold_uncertainty_score":0.8608416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04513970882004188,"score_gpt":0.3566322215920656,"score_spread":0.3114925127720237,"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."}}