{"id":"W2292278811","doi":"10.1186/s13223-016-0110-8","title":"Do epinephrine auto-injectors have an unsuitable needle length in children and adolescents at risk for anaphylaxis from food allergy?","year":2016,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Brock University; Western University; University of British Columbia; McGill University","funders":"","keywords":"Anaphylaxis; Medicine; Epinephrine; Intramuscular injection; Subcutaneous injection; Anesthesia; Allergy; Internal medicine; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006037191,0.0003866395,0.0008551619,0.0002600734,0.0002250284,0.00003058928,0.0002598548,0.0006058863,0.0003750716],"category_scores_gemma":[0.0006143294,0.0002816776,0.0002206781,0.0001783377,0.0006876934,0.0002031102,0.0004071725,0.0005848787,0.00002810097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006513081,"about_ca_system_score_gemma":0.00009234953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202275,"about_ca_topic_score_gemma":0.008644064,"domain_scores_codex":[0.9966397,0.0003843375,0.0008500724,0.001069039,0.0002259723,0.0008309174],"domain_scores_gemma":[0.9980533,0.000636864,0.0002047166,0.0005830853,0.0001269305,0.0003951363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006487376,0.001576067,0.6265036,0.00002015011,0.003145746,0.00002625927,0.0001580077,0.00000166998,0.001824795,0.0005409556,0.0005172073,0.3591982],"study_design_scores_gemma":[0.01271928,0.008382895,0.951577,0.0001705011,0.000006860221,0.00002766234,0.0001602382,0.0001398524,0.0002404436,0.0007534139,0.02547719,0.000344655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925864,0.005356692,0.0001075871,0.0008735892,0.0001965451,0.0005152666,0.0001636475,0.00006370369,0.0001365635],"genre_scores_gemma":[0.9825663,0.01578896,0.0003133317,0.0002277741,0.0002801361,0.00004821868,0.0001446192,0.0000568915,0.0005737841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3588535,"threshold_uncertainty_score":0.9999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919578430819377,"score_gpt":0.3059322352377382,"score_spread":0.2867364509295444,"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."}}