{"id":"W2933897095","doi":"10.1007/s00464-019-06764-4","title":"Modern era surgical outcomes of elective and emergency giant paraesophageal hernia repair at a high-volume referral center","year":2019,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Elective surgery; Interquartile range; General surgery; Surgery; Hiatal hernia; Abdominal surgery; Referral; Hernia repair; Emergency department; Hernia; Reflux; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000147683,0.000369549,0.0009683599,0.0001046208,0.00007076133,0.000007588008,0.00009177651,0.0001852807,0.002507599],"category_scores_gemma":[0.00002884183,0.0002626015,0.0003821611,0.0001576513,0.0001067028,0.0001043247,0.0001378677,0.0003215071,0.0003006646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001420435,"about_ca_system_score_gemma":0.00005519347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008733019,"about_ca_topic_score_gemma":0.00000730519,"domain_scores_codex":[0.9975324,0.000122292,0.0005671575,0.0006388309,0.0005481239,0.0005912005],"domain_scores_gemma":[0.998834,0.00008764767,0.0001478202,0.0004409275,0.00009912952,0.0003904816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002081163,0.0006679756,0.9926354,0.00008348636,0.0003701401,0.002819957,0.0001059253,0.000003782017,0.0001481812,0.0002699961,0.000180307,0.0006336421],"study_design_scores_gemma":[0.0257586,0.001783503,0.9687793,0.00004738592,0.0001767425,0.0003278048,0.00001068659,0.0005790046,0.0008573893,0.0002385772,0.001272306,0.0001687144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927676,0.0005477372,0.000003952816,0.0001678605,0.0002906496,0.0005694113,0.00008030257,0.0001172535,0.005455262],"genre_scores_gemma":[0.986528,0.0002155437,0.00048979,0.00003715482,0.00007751404,0.0000323499,0.0001041397,0.00004510707,0.01247033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02385615,"threshold_uncertainty_score":0.9999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083025623025308,"score_gpt":0.2817283864601461,"score_spread":0.2708981302298931,"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."}}