{"id":"W2979187117","doi":"10.14309/00000434-201510001-01441","title":"Predicting Colonoscopy Duration for Fecal Immunochemical Test Positive Patients Using Information Available at the Time of Referral","year":2015,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Colonoscopy; Withdrawal time; Colorectal cancer; Logistic regression; Asymptomatic; Referral; Multivariate analysis; Internal medicine; Univariate analysis; Cancer; Family medicine","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":[0.001129539,0.0002427609,0.0002736518,0.001216223,0.0001359349,0.000459068,0.0003054712,0.000389504,0.002233832],"category_scores_gemma":[0.007354354,0.0001369834,0.0005324889,0.0008704773,0.0001048835,0.0002950595,0.0003391603,0.0004042458,0.0003544651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002387403,"about_ca_system_score_gemma":0.0003207603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004864423,"about_ca_topic_score_gemma":0.00497554,"domain_scores_codex":[0.9995297,0.0001644476,0.00006723726,0.00008212,0.00008036946,0.00007605644],"domain_scores_gemma":[0.9924366,0.003291091,0.003022751,0.000154615,0.0003659102,0.0007290395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001309416,0.00001500366,0.9985089,0.000009262482,0.00001442417,0.00002139141,0.00000838817,0.0001065564,0.00007368617,0.000002688661,0.00005498262,0.001053848],"study_design_scores_gemma":[0.000007055231,0.0001322434,0.9978431,0.00001336823,0.0000312626,0.0001908776,0.00005022817,0.001535773,0.0000712172,0.00001044932,0.0001114081,0.000002913746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981743,0.0004238196,0.0003397427,0.00007892849,0.000006898852,0.000007975716,0.0005830867,0.00001357577,0.0003717821],"genre_scores_gemma":[0.9989202,0.000108902,0.0003016509,0.00001742012,0.000009679828,0.000004919188,0.0005683999,0.000001745367,0.0000671607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004864423,"threshold_uncertainty_score":0.009672225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693657498977809,"score_gpt":0.26719698881798,"score_spread":0.2502604138282019,"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."}}