{"id":"W3137884675","doi":"10.1097/mcg.0000000000001519","title":"Serrated Lesion Detection in a Population-based Colon Screening Program","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Colonoscopy; Subspecialty; Colorectal cancer; Adenoma; Endoscopy; Colorectal cancer screening; Bowel preparation; Proximal colon","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":[0.001594049,0.000165713,0.0001931772,0.001473518,0.0003811024,0.0006885834,0.0005123185,0.0003434774,0.0009157377],"category_scores_gemma":[0.006256247,0.0002529571,0.0002703544,0.001487624,0.0003793509,0.0005366617,0.0007717962,0.0004533153,0.000142066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008183725,"about_ca_system_score_gemma":0.001002357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01309355,"about_ca_topic_score_gemma":0.01458106,"domain_scores_codex":[0.9982339,0.0005256418,0.0001898503,0.0003535042,0.0004950257,0.0002021216],"domain_scores_gemma":[0.9944511,0.0009245848,0.00311637,0.0002452669,0.0005679287,0.000694634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002007602,0.00002568336,0.9992618,0.00000493808,0.00001135638,0.00002321637,0.00003934742,0.00001845274,0.00004936534,0.000003960249,0.00004319672,0.0004985898],"study_design_scores_gemma":[0.000003432337,0.00007195441,0.9994648,0.000004074237,0.000008697319,0.0001116037,0.0001104785,0.0001379887,0.00003067971,0.00000544091,0.00004944162,0.000001442707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992238,0.00009560189,0.00007052153,0.00006286459,0.000002245825,0.00002028799,0.0002416649,0.000005330939,0.0002776948],"genre_scores_gemma":[0.9996631,0.00004003449,0.00008848722,0.00002267921,0.000003739657,0.000009328458,0.0001482766,7.494065e-7,0.00002361247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01309355,"threshold_uncertainty_score":0.02603465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07074925331083634,"score_gpt":0.4079396199305428,"score_spread":0.3371903666197065,"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."}}