{"id":"W3088011694","doi":"10.1055/a-1221-4922","title":"Educational interventions are associated with improvements in colonoscopy quality indicators: a systematic review and meta-analysis","year":2020,"lang":"en","type":"review","venue":"Endoscopy International Open","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Hospital for Sick Children; University of Toronto; University of Ottawa; Ottawa Hospital; University of Calgary; St. Michael's Hospital","funders":"","keywords":"Medicine; Psychological intervention; Meta-analysis; Colonoscopy; Quality (philosophy); MEDLINE; Medical physics; Data science; Internal medicine; Computer science; Colorectal cancer; Nursing","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":[0.01302361,0.002850059,0.01713488,0.006112584,0.0005572386,0.00311881,0.001897005,0.002252803,0.004165318],"category_scores_gemma":[0.03817728,0.00147216,0.04104047,0.005680903,0.0007897015,0.001704328,0.001483764,0.002420351,0.0002784982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002841603,"about_ca_system_score_gemma":0.003255467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006960377,"about_ca_topic_score_gemma":0.01334743,"domain_scores_codex":[0.9886249,0.005762985,0.00312587,0.000974001,0.001139367,0.0003728519],"domain_scores_gemma":[0.9731076,0.01992914,0.004650989,0.0005839683,0.001430777,0.0002974345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003000774,0.00006218447,0.003327695,0.3505219,0.6276856,0.00009301341,0.00006633266,0.0004447314,0.0001441165,0.00009771921,0.0004799095,0.01407597],"study_design_scores_gemma":[0.0008420101,0.0002656011,0.003577946,0.02337978,0.9704927,0.00005217784,0.00002487805,0.0001784046,0.00009747835,0.00012163,0.0009488823,0.00001846387],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005749369,0.9924546,0.0004530169,0.000244924,0.0001501381,0.0002919777,0.0003805136,0.00002991888,0.0002454976],"genre_scores_gemma":[0.2397388,0.7535183,0.002702479,0.001184832,0.0004224853,0.001278316,0.000779032,0.0000372535,0.000338495],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01713488,"threshold_uncertainty_score":0.06887627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157691136357604,"score_gpt":0.474655642383407,"score_spread":0.316964506025803,"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."}}