{"id":"W4220841794","doi":"10.14309/ctg.0000000000000477","title":"Declining Colectomy Rates for Nonmalignant Colorectal Polyps in a Large, Ethnically Diverse, Community-Based Population","year":2022,"lang":"en","type":"article","venue":"Clinical and Translational Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Cancer Institute","keywords":"Ethnically diverse; Medicine; Colectomy; Population; General surgery; Internal medicine; Gastroenterology; Colorectal cancer; Environmental health; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005102883,0.0001289235,0.0001894273,0.000622974,0.0003045482,0.0004647975,0.0003142123,0.0002802401,0.001717675],"category_scores_gemma":[0.002052127,0.0001252928,0.0002145105,0.0008104422,0.0002873602,0.000413593,0.0002868141,0.0003110592,0.0002274507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003876448,"about_ca_system_score_gemma":0.0005663165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02067033,"about_ca_topic_score_gemma":0.03603733,"domain_scores_codex":[0.9996755,0.00005805652,0.00002847059,0.0001083931,0.00008983732,0.00003965871],"domain_scores_gemma":[0.998002,0.0001954865,0.001124998,0.00009311239,0.0003161614,0.0002682523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002007272,0.00001796615,0.9970079,0.00001532572,0.00002474512,0.00004263471,0.00006709634,0.00002150139,0.0001891001,0.00000966314,0.0002479845,0.002336032],"study_design_scores_gemma":[0.00000228944,0.00002312751,0.9994761,0.0000076852,0.000008666435,0.0001095333,0.0001153557,0.0000566458,0.00002460021,0.00000756743,0.0001671947,0.000001311079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975926,0.0005704494,0.0001047989,0.000261728,0.000007171953,0.00001086012,0.0005359909,0.00001318952,0.0009032593],"genre_scores_gemma":[0.9988455,0.0003406426,0.0001173922,0.0001148607,0.00001980803,0.000007630704,0.0004238537,0.000001634265,0.0001287307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02067033,"threshold_uncertainty_score":0.04110003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06269342121802142,"score_gpt":0.3795188322870085,"score_spread":0.3168254110689871,"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."}}