{"id":"W2122227662","doi":"10.1002/iid3.78","title":"Anaphylaxis cases presenting to primary care paramedics in Quebec","year":2015,"lang":"en","type":"article","venue":"Immunity Inflammation and Disease","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of British Columbia; University of Calgary; McGill University; Queen's University; Health Canada; Cégep de l'Outaouais","funders":"Health Canada; AllerGen; Sanofi","keywords":"Anaphylaxis; Medicine; Epinephrine; Odds ratio; Prospective cohort study; Logistic regression; Univariate analysis; Emergency medicine; Internal medicine; Multivariate analysis; Allergy; Anesthesia; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001902996,0.00009900943,0.0001453972,0.000247562,0.00008087214,0.00005080973,0.0000688695,0.00004559883,0.0000338084],"category_scores_gemma":[0.001328506,0.00009234144,0.00003698192,0.0003020073,0.00007058593,0.0001803781,0.00009925583,0.000182795,0.00002904622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167382,"about_ca_system_score_gemma":0.0005463933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005755092,"about_ca_topic_score_gemma":0.005615901,"domain_scores_codex":[0.9990616,0.0001003418,0.0001961087,0.0001370454,0.0003103304,0.0001945825],"domain_scores_gemma":[0.9986572,0.00006986785,0.00002992905,0.0002470726,0.0001881865,0.0008077257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004775716,0.0007287358,0.5109449,0.003399317,0.0001282819,0.002321833,0.03048415,0.0006473683,0.002275132,0.001820816,0.006272055,0.4362017],"study_design_scores_gemma":[0.002351338,0.0002348075,0.9515573,0.0002967274,0.000007059888,0.0000113754,0.009183325,0.0003819549,0.0003568283,0.0002100098,0.03518509,0.0002242029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928545,0.001008809,0.00001303103,0.001709752,0.00004063435,0.0003285441,0.00001109394,0.00003973276,0.003993842],"genre_scores_gemma":[0.9985647,0.00004539611,0.00008459199,0.0002666682,0.00007955817,0.00002926106,0.0002263194,0.000008490914,0.0006950797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4406124,"threshold_uncertainty_score":0.8700017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03605569165175558,"score_gpt":0.3148998315580768,"score_spread":0.2788441399063212,"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."}}