{"id":"W2331298959","doi":"10.1016/j.gie.2014.02.438","title":"Su1694 A Small Ergonomic Change Decreases Fluoroscopy Time During ERCP- a Multivariate Analysis","year":2014,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Fluoroscopy; Medicine; Multivariate analysis; Radiation exposure; Multivariate statistics; Medical physics; Radiology; Surgery; Nuclear medicine; Internal medicine; Statistics","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":[0.0003303766,0.0003395844,0.0006426827,0.0005851177,0.0001549402,0.00007109309,0.0001823622,0.00004072826,0.0006783247],"category_scores_gemma":[0.0009021714,0.0003255991,0.0003229304,0.0006295038,0.00007986021,0.0002125757,0.00007678776,0.0002451499,0.0005732729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499378,"about_ca_system_score_gemma":0.00008163472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000600554,"about_ca_topic_score_gemma":0.00002850881,"domain_scores_codex":[0.9979823,0.0001418489,0.0004560824,0.0005602995,0.0002292787,0.0006301391],"domain_scores_gemma":[0.9984539,0.00026396,0.0002135212,0.0005203598,0.00009862931,0.0004496621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001362547,0.0003037675,0.3981251,0.0001125328,0.0004376341,0.0001233493,0.0002704205,0.0002045239,0.5961735,0.00005991222,0.000174244,0.002652498],"study_design_scores_gemma":[0.004889647,0.0007630555,0.8857569,0.0006377327,0.001770291,0.002129764,0.00006966341,0.0782233,0.02484634,0.00003719223,0.000397181,0.0004789703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825883,0.0000785701,0.01431168,0.000477221,0.0000652057,0.0004042625,0.00001610665,0.0002925104,0.001766155],"genre_scores_gemma":[0.8978996,0.000009549733,0.100014,0.0004811866,0.0005648426,0.00007658797,0.0001093406,0.00005632383,0.0007886291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5713272,"threshold_uncertainty_score":0.9999196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907753510434645,"score_gpt":0.2631259267157437,"score_spread":0.2440483916113972,"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."}}