{"id":"W4391339887","doi":"10.22541/au.170664684.46854612/v1","title":"Real World Management of Anaphylaxis Versus the NICE Guidelines","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital; Royal Ottawa Mental Health Centre","funders":"","keywords":"Medicine; Anaphylaxis; Tryptase; Nice; Emergency department; Interim; Referral; Guideline; Emergency medicine; Allergy; Pediatrics; Family medicine; Immunology; Mast cell; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02503223,0.0003777983,0.0007814714,0.001636306,0.0008231997,0.005635233,0.002276545,0.003242668,0.003176706],"category_scores_gemma":[0.1110858,0.0003269603,0.000931285,0.002367816,0.001582499,0.003367077,0.002577537,0.002677067,0.0008010074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005092075,"about_ca_system_score_gemma":0.01046123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005011948,"about_ca_topic_score_gemma":0.005611021,"domain_scores_codex":[0.9063574,0.05564992,0.01565201,0.00329803,0.01660442,0.002438141],"domain_scores_gemma":[0.9044166,0.01950392,0.04240141,0.00371119,0.02256887,0.007397908],"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":[0.0008231863,0.0008712709,0.1483291,0.01002653,0.0009261093,0.003704196,0.004825152,0.003940746,0.0008120572,0.03552855,0.4513054,0.3389077],"study_design_scores_gemma":[0.001281614,0.002163718,0.2344115,0.03127053,0.0007404467,0.01299821,0.01007926,0.006004031,0.0007973454,0.01682077,0.6829247,0.0005077822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1196848,0.09324256,0.008653987,0.6281861,0.006040523,0.00106297,0.003302412,0.0006454439,0.1391812],"genre_scores_gemma":[0.8601108,0.02949575,0.02880537,0.06960716,0.003359086,0.001408439,0.003723301,0.0002426936,0.003247409],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02503223,"threshold_uncertainty_score":0.1323846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033951188062403,"score_gpt":0.4080239900020085,"score_spread":0.3046288711957681,"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."}}