{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001321332,0.0001116232,0.0003538483,0.0001333402,0.000325404,0.000007733158,0.00006352411,0.00009034262,0.00006372164],"category_scores_gemma":[0.0001221655,0.0001122467,0.0001578844,0.0001381636,0.0001087715,0.00003641313,0.0000425949,0.0006611084,5.7518e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002319508,"about_ca_system_score_gemma":0.00006528859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001327459,"about_ca_topic_score_gemma":0.001965559,"domain_scores_codex":[0.9982395,0.0005652648,0.0005421999,0.000251811,0.0001516115,0.0002496583],"domain_scores_gemma":[0.9987614,0.0008900529,0.0001047442,0.00008840232,0.00005651103,0.00009888168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04247245,0.0004966765,0.954064,0.00002734147,0.00004023012,0.000007237698,0.00009539048,0.0005328544,0.00005742764,0.0000829636,0.00002863889,0.002094809],"study_design_scores_gemma":[0.01072118,0.01133389,0.9608066,0.00002094513,0.00006277735,0.00003870095,0.0001075742,0.01585156,0.0000104479,0.0004468124,0.000532305,0.00006718977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903512,0.00004672062,0.006727616,0.001991795,0.0002240018,0.0004638526,0.0001273385,0.00003621043,0.00003124736],"genre_scores_gemma":[0.9948055,0.000004252624,0.001979038,0.002364926,0.00008345249,0.0001783348,0.0005591071,0.00001231808,0.00001307629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03175127,"threshold_uncertainty_score":0.4577287,"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."}}