{"id":"W2950017016","doi":"10.1159/000500107","title":"Laparoscopy in Acute Care Surgery: Repair of Perforated Duodenal Ulcer","year":2019,"lang":"en","type":"article","venue":"Medical Principles and Practice","topic":"Helicobacter pylori-related gastroenterology studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Laparoscopy; Duodenal ulcer; Surgery; Laparoscopic surgery; General surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.001223537,0.0001562544,0.0005712244,0.0001195836,0.00003604153,0.000006344668,0.00006853836,0.0002214544,0.000319742],"category_scores_gemma":[0.003990456,0.0001219784,0.00007532261,0.0002323304,0.0001813314,0.0001654937,0.0001398644,0.0006113472,0.0000445347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005115396,"about_ca_system_score_gemma":0.0002425632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001319867,"about_ca_topic_score_gemma":0.00007257248,"domain_scores_codex":[0.998135,0.0002715611,0.0004975784,0.0003145846,0.0004735083,0.0003077836],"domain_scores_gemma":[0.9979556,0.001162044,0.0001756873,0.0002598577,0.0002357225,0.0002110761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002020977,0.0001686873,0.9936097,0.0002546601,0.000439183,0.000380538,0.001142821,0.000002562679,0.0003655252,0.0000614997,0.0006162534,0.0009375468],"study_design_scores_gemma":[0.002678939,0.0009627839,0.9045637,0.0006473872,0.0005279387,0.0008107532,0.002537361,0.0007669526,0.0004602259,0.000004074539,0.08585958,0.0001803204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866829,0.001031368,0.000009830532,0.008287001,0.0002498167,0.0002730211,0.000007789098,0.00005003375,0.00340822],"genre_scores_gemma":[0.9952725,0.001696515,0.0005722528,0.002002398,0.00006476522,0.00001255279,0.00002922335,0.0000176471,0.0003321946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08904607,"threshold_uncertainty_score":0.4974136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02367339358767175,"score_gpt":0.3113344880979941,"score_spread":0.2876610945103223,"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."}}