{"id":"W4415766848","doi":"10.1016/j.gie.2025.10.036","title":"Required withdrawal times to meet adenoma detection targets during colonoscopy","year":2025,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre; Université de Montréal","funders":"","keywords":"Colonoscopy; Adenoma; Withdrawal time; Insertion time; Baseline (sea)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001768814,0.0002491379,0.0003447061,0.0003733696,0.0002310026,0.00004632714,0.0001072367,0.0000565835,0.00008992458],"category_scores_gemma":[0.000668127,0.0002530729,0.0001129956,0.0006704082,0.00006640387,0.000103914,0.00008574969,0.0002132476,0.0000660497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003865637,"about_ca_system_score_gemma":0.0001773799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002204688,"about_ca_topic_score_gemma":0.0002295397,"domain_scores_codex":[0.9983923,0.00006116911,0.0003295164,0.0004932058,0.0002577159,0.0004661291],"domain_scores_gemma":[0.999099,0.00009917412,0.00008718101,0.0002993438,0.0001705137,0.0002447492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.04261707,0.0001073073,0.01711335,0.0001561196,0.00005436307,0.0001383203,0.0001066913,0.0001462914,0.9362189,0.00008294809,0.001242558,0.002016057],"study_design_scores_gemma":[0.005533763,0.01942479,0.143716,0.002237496,0.000240582,0.006436186,0.0003216304,0.00171968,0.8181192,0.0003263898,0.001450692,0.0004735989],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9277663,0.0001382551,0.05937447,0.001020302,0.0004528268,0.000658647,0.000007168036,0.0005013847,0.0100806],"genre_scores_gemma":[0.9552324,0.000001855431,0.04163491,0.0002673022,0.0002342453,0.0001156321,0.000005473701,0.00002760235,0.002480518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1266026,"threshold_uncertainty_score":0.9999921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008230221576580161,"score_gpt":0.2666970370924349,"score_spread":0.2584668155158548,"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."}}