{"id":"W7117576848","doi":"10.1016/j.jaip.2025.12.022","title":"Non-injectable versus injectable epinephrine treatment thresholds for acute allergic reactions in the community","year":2025,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Children's Hospital of Eastern Ontario","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health; Cincinnati Children's Hospital Medical Center","keywords":"Epinephrine; MEDLINE; Allergic reaction; Allergy; Anaphylaxis","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":[0.001670426,0.0002417852,0.0004245983,0.000577929,0.0003380698,0.0009163473,0.0005349467,0.0009165137,0.003991765],"category_scores_gemma":[0.01433456,0.0002099417,0.000599265,0.0004614734,0.0003230781,0.0009042835,0.0004790643,0.0009839691,0.0003143241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006910013,"about_ca_system_score_gemma":0.000728798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004727256,"about_ca_topic_score_gemma":0.006931541,"domain_scores_codex":[0.9979309,0.0007609459,0.0001464879,0.0002584972,0.0006049562,0.0002982471],"domain_scores_gemma":[0.9907415,0.005664426,0.001889755,0.0001421522,0.0006203609,0.0009417182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01902083,0.003205276,0.9044276,0.0004655018,0.0004154051,0.0004810658,0.001020889,0.0003833515,0.002362312,0.0003662247,0.001396277,0.06645515],"study_design_scores_gemma":[0.0004690491,0.005836155,0.9863341,0.0001456159,0.0002894977,0.00125276,0.001937649,0.001907844,0.0008280504,0.0004092313,0.0005563707,0.00003370441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974221,0.0009082989,0.00009525203,0.0001755961,0.00002440505,0.00002922359,0.00007173159,0.000005476395,0.001268003],"genre_scores_gemma":[0.9996648,0.0001057386,0.00005572638,0.0000517318,0.00000964487,0.000006372202,0.00002737114,0.000001163088,0.00007741802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004727256,"threshold_uncertainty_score":0.01335377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06344666290001569,"score_gpt":0.4344848952975213,"score_spread":0.3710382323975056,"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."}}