{"id":"W3169605513","doi":"10.1093/jcag/gwab014","title":"Uptake and Short-term Outcomes of High-risk Screening Colonoscopy Billing Codes: A Population-based Study Among Young Adults","year":2021,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Public Health Ontario; University of Toronto","funders":"Cancer Care Ontario","keywords":"Colonoscopy; Medicine; Colorectal cancer; Population; Family history; Medical diagnosis; Cancer; Internal medicine; Pathology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005142331,0.0001790652,0.0002346125,0.0009511436,0.000544808,0.0007854728,0.0005090667,0.0006050754,0.001417839],"category_scores_gemma":[0.002941929,0.0002703374,0.0006059073,0.001619956,0.0003836822,0.0006627486,0.0005316072,0.0004587036,0.0002321176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001956248,"about_ca_system_score_gemma":0.001350859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3572894,"about_ca_topic_score_gemma":0.3951816,"domain_scores_codex":[0.9994709,0.00005812584,0.00006510034,0.000100844,0.0001654241,0.0001397491],"domain_scores_gemma":[0.9979331,0.0001745895,0.001051267,0.000081409,0.0003332918,0.000426244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001986632,0.000009701889,0.9995369,0.000004988678,0.00001501171,0.00001752744,0.00008687546,0.00000902305,0.00002571445,0.000004294468,0.00005587974,0.0002141891],"study_design_scores_gemma":[9.137468e-7,0.00001569327,0.999752,0.000003415639,0.000004931365,0.00002228957,0.0001275429,0.00002654906,0.000004310346,0.000002055003,0.00003922895,0.000001138489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976246,0.0002021256,0.00003239627,0.00006011664,0.000003325386,0.00001166082,0.001584912,0.000003654737,0.000477302],"genre_scores_gemma":[0.9989727,0.00008771847,0.00002333296,0.00002599574,0.000003231841,0.000007166316,0.0007362229,0.00000136405,0.0001423594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3572894,"threshold_uncertainty_score":0.7104195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235081027075622,"score_gpt":0.253750969479103,"score_spread":0.2414001592083468,"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."}}