{"id":"W4200515108","doi":"10.1093/bjs/znab430.054","title":"P-BN56 Anti-Reflux Surgery in the end-stage of the pandemic: Early results of the ARROW audit","year":2021,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Audit; Nice; Family medicine; Population; Psychological intervention; General surgery; Nursing; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0383972,0.0002000642,0.0004556442,0.001488934,0.000719535,0.001942154,0.0005543036,0.0007836255,0.002903132],"category_scores_gemma":[0.07356805,0.0003609514,0.0003791848,0.00162786,0.0006947605,0.001978756,0.004348916,0.0007920887,0.0006117813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002159084,"about_ca_system_score_gemma":0.006131917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006289764,"about_ca_topic_score_gemma":0.008956123,"domain_scores_codex":[0.9766843,0.01402572,0.002893858,0.0006273995,0.004006674,0.001762],"domain_scores_gemma":[0.8970528,0.04526019,0.01468705,0.006779611,0.03045906,0.005761241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006974405,0.0008156647,0.6346385,0.003742287,0.0002116642,0.001014464,0.005948816,0.0005217942,0.0006955189,0.002847606,0.1018267,0.2407626],"study_design_scores_gemma":[0.0007895967,0.001695471,0.9025484,0.004614318,0.000203622,0.0007753249,0.007641587,0.001055131,0.001068913,0.0007617899,0.07873636,0.00010945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280639,0.007889772,0.003169259,0.01709959,0.000736892,0.004665801,0.01939383,0.0002790213,0.01870183],"genre_scores_gemma":[0.966335,0.004517603,0.008833,0.004984513,0.0002922738,0.00379995,0.007650045,0.0001087302,0.003478951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0383972,"threshold_uncertainty_score":0.2030663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0453087604493588,"score_gpt":0.2730932424826738,"score_spread":0.227784482033315,"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."}}