{"id":"W4415671391","doi":"10.1093/bjr/tqaf215","title":"Severe anaphylactic reaction to contrast agent: teams are well prepared but should simulate the situations regularly","year":2025,"lang":"en","type":"article","venue":"British Journal of Radiology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Anaphylactic reaction; Anaphylactic reactions; Contrast (vision); Anaphylaxis; MEDLINE","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":[0.0006378857,0.0001153375,0.000397939,0.0002446214,0.000247187,0.00005674071,0.0002191995,0.0001555129,0.0001179651],"category_scores_gemma":[0.0009712457,0.00009842558,0.0001970996,0.0003951254,0.000134722,0.000127072,0.00004015497,0.0007058191,0.00001982952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001468863,"about_ca_system_score_gemma":0.0002555765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000151449,"about_ca_topic_score_gemma":0.0004359636,"domain_scores_codex":[0.9984972,0.0002772709,0.0004585584,0.0001944491,0.0002714276,0.0003010579],"domain_scores_gemma":[0.9986481,0.0002827549,0.0002109819,0.0002172798,0.0004631111,0.0001777526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.007670765,0.001501255,0.01432798,0.0003706906,0.004487504,0.008830145,0.001145154,0.005832772,0.08167255,0.001093248,0.6517238,0.2213441],"study_design_scores_gemma":[0.008894699,0.003476726,0.6202991,0.002001628,0.000228385,0.09016712,0.003781684,0.001288828,0.001668883,0.002534579,0.2651684,0.0004899403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727558,0.004180914,0.0008656794,0.01675204,0.0005399362,0.0004069561,0.00001639953,0.00002355814,0.004458703],"genre_scores_gemma":[0.9924442,0.0009785764,0.0001207433,0.001521901,0.0003286141,0.000007777312,0.000009116291,0.00001290438,0.004576236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6059712,"threshold_uncertainty_score":0.4013679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01916808827140184,"score_gpt":0.299893499176252,"score_spread":0.2807254109048502,"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."}}