{"id":"W4311836152","doi":"10.1055/a-1994-6084","title":"Colonoscopy quality improvement after initial training: A cross-sectional study of intensive short-term training","year":2022,"lang":"en","type":"article","venue":"Endoscopy International Open","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dalhousie University","keywords":"Medicine; Colonoscopy; Sigmoidoscopy; Intubation; Fecal occult blood; Performance indicator; Bowel preparation; Internal medicine; General surgery; Colorectal cancer; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003739891,0.0002773188,0.0004316192,0.0008334868,0.0005034373,0.0008229625,0.0005082466,0.000849009,0.001690287],"category_scores_gemma":[0.009705428,0.0003853927,0.0006672267,0.000934415,0.00048817,0.001051483,0.0007160782,0.0009003566,0.0003051973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006472166,"about_ca_system_score_gemma":0.0005075347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004644839,"about_ca_topic_score_gemma":0.003482354,"domain_scores_codex":[0.9975164,0.0009929617,0.0002527091,0.0004517907,0.0003826296,0.0004035435],"domain_scores_gemma":[0.9860646,0.003418052,0.005791232,0.0006399024,0.001122008,0.002964218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002447646,0.0003151274,0.9980953,0.0000142578,0.00008447457,0.00002824672,0.0002658436,0.00002526269,0.00006529084,0.000006164201,0.00005860603,0.0007965868],"study_design_scores_gemma":[0.000009704531,0.0005794042,0.9989427,0.000006341939,0.00001793417,0.00003253391,0.0002642234,0.00007519459,0.00001555874,0.000003679282,0.00004990277,0.000002846925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996113,0.000106051,0.00004657174,0.00002224333,0.000004015426,0.00001447492,0.00007517842,0.00000153129,0.0001185897],"genre_scores_gemma":[0.9996691,0.00003295753,0.00004043938,0.0000334835,0.000007603248,0.00001980678,0.0001123091,0.000001554826,0.00008270231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004644839,"threshold_uncertainty_score":0.01977867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300578369893809,"score_gpt":0.4426817401633935,"score_spread":0.3126239031740127,"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."}}