{"id":"W4407341214","doi":"10.1016/j.jaci.2024.12.938","title":"Perioperative Anaphylaxis: Causes, Presentation, and Management in Canadian Patients","year":2025,"lang":"en","type":"article","venue":"Journal of Allergy and Clinical Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Anaphylaxis; Presentation (obstetrics); Perioperative; Medicine; Anesthesia; Business; General surgery; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003487517,0.0004593348,0.0003721292,0.00145519,0.002849145,0.001139135,0.0009812729,0.0008657645,0.003730632],"category_scores_gemma":[0.002322413,0.0003778423,0.0004922551,0.003341563,0.0005706721,0.000550504,0.0007378524,0.0009486245,0.0003192429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01502482,"about_ca_system_score_gemma":0.01910696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8894058,"about_ca_topic_score_gemma":0.8977655,"domain_scores_codex":[0.9992848,0.00003694283,0.00006018287,0.00006068729,0.000211727,0.0003457375],"domain_scores_gemma":[0.9987844,0.00008038509,0.0003236261,0.00001691587,0.0004078906,0.0003868297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001559986,0.00007504122,0.9889398,0.000055799,0.00002293496,0.001934193,0.0009163563,0.00008735538,0.0002135902,0.0001518795,0.002428549,0.005018384],"study_design_scores_gemma":[0.00001639545,0.00007382037,0.9864092,0.0001193596,0.0000310433,0.004201508,0.00702262,0.0002422229,0.00005861114,0.00008815078,0.001701788,0.00003526806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883577,0.002771437,0.000105313,0.001329417,0.00004473336,0.0000501774,0.001609302,0.00001148417,0.005720292],"genre_scores_gemma":[0.9950714,0.002901279,0.0002389165,0.0003696644,0.00004790879,0.0000188247,0.0008771575,0.000006634393,0.0004681548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1105942,"threshold_uncertainty_score":0.2224909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01977913347998208,"score_gpt":0.3571086166726262,"score_spread":0.3373294831926441,"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."}}