{"id":"W2232441712","doi":"10.1155/2015/789038","title":"Adenoma Detection Rates Decline with Increasing Procedural Hours in an Endoscopist’s Workload","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology and Hepatology","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"Deanship of Scientific Research, King Saud University; Boston Scientific Corporation","keywords":"Medicine; Colonoscopy; Adenoma; Retrospective cohort study; Logistic regression; Endoscopy; Intubation; Withdrawal time; Internal medicine; Surgery; Colorectal cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004689665,0.0001727784,0.0004009749,0.0005745978,0.00008224428,0.00002425678,0.0001774839,0.0002614886,0.00006599488],"category_scores_gemma":[0.00007689028,0.0001512407,0.0000322079,0.0001523951,0.0003415161,0.0001677732,0.00001233916,0.0006012145,0.000006800223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000105733,"about_ca_system_score_gemma":0.000301857,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006545899,"about_ca_topic_score_gemma":0.482855,"domain_scores_codex":[0.9981888,0.000539249,0.0004185155,0.0002177678,0.00006309133,0.000572595],"domain_scores_gemma":[0.9986546,0.00006076495,0.0002483047,0.0001286299,0.0001478703,0.0007598342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003559795,0.00004385186,0.9897627,0.000001660184,0.00008558707,0.001351383,0.001224454,0.00001715376,0.00001892737,0.00005985014,0.0001461797,0.003728427],"study_design_scores_gemma":[0.006861153,0.007621021,0.9688737,0.0001746521,0.0001053629,0.01374415,0.002013708,0.0000308459,0.00004727571,0.0002242304,0.0001366623,0.0001672246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960564,0.00110167,0.0002302061,0.001631481,0.0007080485,0.0001020562,0.000003186191,0.000008086982,0.0001588636],"genre_scores_gemma":[0.9981244,0.00001344237,0.0003652234,0.001335969,0.0001265977,0.000007287506,0.000003525304,0.00001828549,0.000005304136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4763091,"threshold_uncertainty_score":0.9895485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549130291391893,"score_gpt":0.2788362987079078,"score_spread":0.2533449957939889,"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."}}