{"id":"W4401112539","doi":"10.1007/s00464-024-11092-3","title":"SAGES guidelines for the surgical treatment of hiatal hernias","year":2024,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Queen's University","funders":"","keywords":"Hiatal hernia; Medicine; General surgery; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004287683,0.001015102,0.001498678,0.004646916,0.0009081427,0.002174436,0.001893363,0.006026389,0.02489775],"category_scores_gemma":[0.01870272,0.0005722525,0.003068305,0.002947596,0.001281222,0.0012043,0.001701804,0.006122688,0.01690107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001463821,"about_ca_system_score_gemma":0.008334048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007955184,"about_ca_topic_score_gemma":0.02554097,"domain_scores_codex":[0.9948105,0.001661693,0.001472819,0.0001669249,0.001526995,0.0003611935],"domain_scores_gemma":[0.9758243,0.007125498,0.003726166,0.0006948909,0.01038426,0.002244822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001036198,0.0001652586,0.001104919,0.002501685,0.00008680285,0.0005653233,0.0001804053,0.001046195,0.0007092738,0.004484465,0.7649369,0.2241153],"study_design_scores_gemma":[0.0001454521,0.0001077569,0.005369738,0.01172177,0.00009397452,0.001960249,0.0002015292,0.0003624629,0.0002533359,0.005144191,0.9745877,0.00005183365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.005017285,0.3049547,0.03204993,0.2923462,0.04411227,0.001822309,0.01109964,0.002923265,0.3056745],"genre_scores_gemma":[0.02758818,0.3584178,0.157254,0.1541655,0.04950722,0.003767799,0.03116998,0.001803119,0.2163264],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02489775,"threshold_uncertainty_score":0.08329129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08839369282543484,"score_gpt":0.4181565758095684,"score_spread":0.3297628829841335,"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."}}