{"id":"W2530933759","doi":"10.1038/ajg.2016.449","title":"Defining Benchmarks for Adenoma Detection Rate and Adenomas Per Colonoscopy in Patients Undergoing Colonoscopy Due to a Positive Fecal Immunochemical Test","year":2016,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; Alberta Health Services; University of Ottawa; University of Calgary","funders":"","keywords":"Medicine; Colonoscopy; Adenoma; Colorectal cancer; Confidence interval; Internal medicine; Gastroenterology; Cohort; Relative risk; Cancer","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":[0.04983507,0.0009628577,0.00118285,0.003913429,0.0002643225,0.001836518,0.001600237,0.0009957269,0.0004008158],"category_scores_gemma":[0.1510854,0.0005354086,0.003349376,0.003166869,0.0005837871,0.001282574,0.001463344,0.001264345,0.0001181077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746208,"about_ca_system_score_gemma":0.00154078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01052219,"about_ca_topic_score_gemma":0.01175938,"domain_scores_codex":[0.9720491,0.01810493,0.003017271,0.002593608,0.003772235,0.0004628624],"domain_scores_gemma":[0.9213381,0.04622211,0.02113907,0.004382004,0.006073109,0.0008455846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001732709,0.00008997382,0.9229426,0.002020207,0.01367498,0.00009443069,0.0003271856,0.01815746,0.000517807,0.002622889,0.002104038,0.0357156],"study_design_scores_gemma":[0.0003326957,0.001663872,0.9359228,0.001357855,0.007386673,0.0004905404,0.0004205254,0.03954426,0.00146889,0.005346687,0.005936921,0.0001282556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7725856,0.08360261,0.1195432,0.004166572,0.0005350755,0.0009100005,0.009788355,0.0005074193,0.008361121],"genre_scores_gemma":[0.9848607,0.001139593,0.0115864,0.0003316601,0.00006645976,0.0001863882,0.001699745,0.00001681732,0.0001122031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04983507,"threshold_uncertainty_score":0.2635562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004308789045786141,"score_gpt":0.2418535159172977,"score_spread":0.2375447268715116,"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."}}