{"id":"W3033914850","doi":"10.1016/j.gie.2020.03.1895","title":"Su1050 ENDOSCOPIST PROCEDURAL VOLUME AND COLONOSCOPY OUTCOMES: 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 Alberta; University of Calgary","funders":"","keywords":"Medicine; Colonoscopy; Meta-analysis; Intubation; Adverse effect; General surgery; Bowel preparation; Adenoma; Internal medicine; Colorectal cancer; Surgery","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":[0.0005922358,0.001057728,0.0141727,0.0004309618,0.0001437637,0.000122525,0.0002108173,0.0001366852,0.0002015568],"category_scores_gemma":[0.002419498,0.0007136097,0.002455225,0.001295825,0.000192015,0.0001011853,0.000187113,0.0008323294,0.00006115089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002108849,"about_ca_system_score_gemma":0.0004047446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001175993,"about_ca_topic_score_gemma":0.00003711317,"domain_scores_codex":[0.995757,0.0004835761,0.00157544,0.001150572,0.0005089969,0.0005244007],"domain_scores_gemma":[0.9968695,0.0006297056,0.001071973,0.0006356628,0.0001926269,0.0006005518],"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":[0.0001954835,0.0000380313,0.000072692,0.9501582,0.04861746,0.0001665174,0.00002194223,8.970308e-8,9.954125e-7,0.00000673393,0.0002595914,0.0004622262],"study_design_scores_gemma":[0.0003383953,0.002846269,0.0000134073,0.08574104,0.8893161,0.01220146,0.00001975157,0.00003152653,3.403709e-7,0.000002793121,0.009095536,0.0003933523],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002677476,0.992533,0.001114786,0.0009020254,0.00003485223,0.004898489,0.000163008,0.0002203299,0.0001308456],"genre_scores_gemma":[0.00003128652,0.9795228,0.01602447,0.001064358,0.00005813102,0.001763799,0.0001230614,0.00009792915,0.001314185],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8644172,"threshold_uncertainty_score":0.9995315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06142080685264945,"score_gpt":0.3470028608386832,"score_spread":0.2855820539860338,"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."}}