{"id":"W4400020608","doi":"10.21203/rs.3.rs-4523202/v1","title":"Body Mass Index and the Prevalence of High-Risk Colorectal Adenomas in a Population Undergoing Screening Colonoscopy in Alberta, Canada","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Body mass index; Colonoscopy; Medicine; Odds ratio; Logistic regression; Population; Colorectal cancer; Internal medicine; Odds; Demography; Gastroenterology; Cancer; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004182914,0.0003787489,0.0004353199,0.001577581,0.001899006,0.001275843,0.001262205,0.0006836916,0.003261124],"category_scores_gemma":[0.001625454,0.0004933009,0.0006623928,0.00307303,0.0007144242,0.0002984819,0.0005720766,0.0008638383,0.0003135531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01775611,"about_ca_system_score_gemma":0.01765013,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.995744,"about_ca_topic_score_gemma":0.9952826,"domain_scores_codex":[0.9994369,0.00004835952,0.00003293524,0.0000813213,0.0002092576,0.0001913337],"domain_scores_gemma":[0.9985323,0.00010936,0.0002042146,0.00004205924,0.0006170292,0.0004949044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001352898,0.00004634641,0.9965333,0.00001354539,0.00004912558,0.0001367423,0.0002461912,0.0001347487,0.0001642645,0.0000702664,0.0007750597,0.001695161],"study_design_scores_gemma":[0.00001009505,0.00001774837,0.9985695,0.00001323015,0.00002981847,0.00006908179,0.0006803586,0.0002992366,0.00002164803,0.00001957984,0.000261861,0.000007896113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993704,0.0007199222,0.00007646193,0.0003403661,0.00002278426,0.00002358473,0.001937643,0.00001574563,0.003159397],"genre_scores_gemma":[0.997133,0.0004040761,0.00009129355,0.00006988934,0.000009090143,0.000005044747,0.0006651998,0.000004708089,0.001617844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01775611,"threshold_uncertainty_score":0.1288301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01975492564175793,"score_gpt":0.3266746314037416,"score_spread":0.3069197057619837,"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."}}