{"id":"W3033481971","doi":"10.1016/j.gie.2020.03.1898","title":"Su1053 ENDOSCOPIST FEEDBACK IS ASSOCIATED WITH IMPROVEMENTS IN COLONOSCOPY QUALITY INDICATORS: A SYSTEMATIC REVIEW AND META-ANALYSIS","year":2020,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Ottawa; University of Toronto","funders":"","keywords":"Medicine; Colonoscopy; Meta-analysis; Quality (philosophy); Adenoma; Medical physics; Internal medicine; Colorectal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001436975,0.001016383,0.01371789,0.0008021743,0.00009391532,0.00008738735,0.0002859551,0.0001789327,0.0002984868],"category_scores_gemma":[0.002384456,0.0007002315,0.001819783,0.003814615,0.0001622685,0.00009742079,0.0001463981,0.001106649,0.00003087598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006923609,"about_ca_system_score_gemma":0.0005767227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000447591,"about_ca_topic_score_gemma":0.0002545881,"domain_scores_codex":[0.994037,0.001157251,0.002144943,0.001250212,0.000797089,0.0006134646],"domain_scores_gemma":[0.9955332,0.0009144092,0.002156701,0.0007489531,0.0001819138,0.0004648283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0007535895,0.000201273,0.0003367252,0.9135673,0.08379528,0.0002822634,0.00005622381,1.91663e-7,0.000002621577,0.000005308701,0.00008931637,0.0009098905],"study_design_scores_gemma":[0.0009938602,0.004777981,0.00006270034,0.163857,0.8277462,0.001055517,0.00002624909,0.00001054139,0.000003341587,0.000002890322,0.0009819324,0.000481788],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002882739,0.993101,0.0004469432,0.0002620122,0.00002046913,0.005450577,0.0003611824,0.0001427572,0.0001862495],"genre_scores_gemma":[0.0004495839,0.9894816,0.005327247,0.001232545,0.00004172271,0.002512671,0.0003858393,0.0001287811,0.0004399551],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7497103,"threshold_uncertainty_score":0.9995449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06848801229617002,"score_gpt":0.3611023005418051,"score_spread":0.2926142882456351,"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."}}