{"id":"W4389833954","doi":"10.1002/9781119525127.ch7","title":"Colonoscopy and Flexible Sigmoidoscopy","year":2023,"lang":"en","type":"other","venue":"","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Colonoscopy; Sigmoidoscopy; Bowel preparation; Medicine; General surgery; Colorectal cancer; Medical physics; Radiology; Surgery; Computer science; Internal medicine; Cancer","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":[0.001354664,0.0006956179,0.0005732365,0.002353151,0.001039058,0.002467009,0.0005232126,0.002958676,0.03340135],"category_scores_gemma":[0.006806565,0.0002384278,0.000592313,0.002396561,0.002946442,0.002556694,0.00260494,0.002716354,0.01055918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139342,"about_ca_system_score_gemma":0.00206762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005824509,"about_ca_topic_score_gemma":0.006337813,"domain_scores_codex":[0.9978466,0.0006222238,0.0001421549,0.0003181661,0.0008151334,0.0002556658],"domain_scores_gemma":[0.996805,0.0007384267,0.0006907705,0.0002351114,0.000650975,0.0008797816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003446628,0.000157898,0.01457056,0.00186885,0.0000463207,0.003453982,0.0007699,0.0003175096,0.001325163,0.1085561,0.229782,0.6388071],"study_design_scores_gemma":[0.00001794126,0.0001142423,0.02003445,0.001266721,0.00001486188,0.02084429,0.0004889513,0.00006631653,0.0002390041,0.01455703,0.9423216,0.00003452315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01031711,0.2728967,0.00645516,0.04191368,0.007173898,0.0001476152,0.0007322534,0.0003365506,0.660027],"genre_scores_gemma":[0.202232,0.3803892,0.0244214,0.04265992,0.02093317,0.0003966285,0.001760246,0.0004100953,0.3267974],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03340135,"threshold_uncertainty_score":0.1117386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01945611296658077,"score_gpt":0.302315943888733,"score_spread":0.2828598309221522,"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."}}