{"id":"W4392097995","doi":"10.21608/mjcu.2024.342728","title":"Esophageal Motility Outcome after Nissen Fundoplication: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"The Medical Journal of Cairo University/˜The œMedical Journal of Cairo University","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; GERD; Nissen fundoplication; Meta-analysis; Cochrane Library; Systematic review; Reflux; MEDLINE; Internal medicine; Surgery; Disease; Gastroenterology; General surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006457012,0.0008629331,0.009809639,0.001104819,0.0003205218,0.00006843336,0.002403443,0.0007022339,0.001658074],"category_scores_gemma":[0.001276829,0.0004061861,0.008379312,0.001979681,0.001210452,0.0003282162,0.0006905133,0.004168678,0.00005052116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009402776,"about_ca_system_score_gemma":0.002382188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002117368,"about_ca_topic_score_gemma":0.00001665627,"domain_scores_codex":[0.9889815,0.002743857,0.002667753,0.0004811181,0.004564192,0.0005615265],"domain_scores_gemma":[0.9907212,0.001625553,0.003480247,0.001027648,0.0009202227,0.002225151],"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":[0.0005128951,0.0009636603,0.0001855947,0.3610403,0.4210853,0.2027639,0.0003913115,0.000001278566,3.007984e-8,0.0004021217,0.002620761,0.01003281],"study_design_scores_gemma":[0.001251429,0.0004489836,0.0001501479,0.01736873,0.9053673,0.02363906,0.0001974908,0.00001312852,5.762939e-8,0.00003213903,0.05134413,0.0001873919],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001916175,0.9865182,0.001054254,0.01049418,0.0002554431,0.001129976,0.00009403926,0.00002131264,0.0002409914],"genre_scores_gemma":[0.01753295,0.9757624,0.00009967194,0.001200112,0.0003240494,0.000001045684,0.00001215667,0.00004567704,0.005021928],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.484282,"threshold_uncertainty_score":0.999839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04881749105785251,"score_gpt":0.3356314743872844,"score_spread":0.2868139833294319,"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."}}