{"id":"W3019318628","doi":"10.1186/s13223-020-00422-4","title":"Epinephrine auto-injector needle length","year":2020,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Intramuscular injections and effects","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"Uppsala Universitet","keywords":"Medicine; Epinephrine; Subcutaneous injection; Intramuscular injection; Subcutaneous tissue; Injection site; Anesthesia; Ultrasound; Surgery; Internal medicine; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006245703,0.0002278006,0.0002216063,0.0004349186,0.0001562271,0.0004770565,0.0003069832,0.0002112106,0.005682306],"category_scores_gemma":[0.004869076,0.000193141,0.0003685405,0.0003904047,0.0001885267,0.0003670372,0.0002373656,0.000302885,0.001142328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003952725,"about_ca_system_score_gemma":0.0002865709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129656,"about_ca_topic_score_gemma":0.00114073,"domain_scores_codex":[0.998092,0.0004564133,0.0002403306,0.0003097742,0.0007936576,0.0001078798],"domain_scores_gemma":[0.9922651,0.00282044,0.00360607,0.0003354755,0.0006295762,0.0003433482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006740227,0.00005701169,0.933703,0.0002175428,0.0001034623,0.0003936169,0.0001239683,0.000348557,0.005219969,0.0001325218,0.0005582665,0.05846797],"study_design_scores_gemma":[0.00002616745,0.001416793,0.9810067,0.000100007,0.0000789567,0.007673259,0.0001662124,0.0009957821,0.004755141,0.00008285725,0.003683946,0.00001425228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870344,0.004377339,0.002647517,0.00009028876,0.00003079168,0.00003636086,0.0006792276,0.00007901592,0.005025111],"genre_scores_gemma":[0.9963822,0.0009062918,0.001344102,0.00003885394,0.00001928545,0.00001887166,0.0002801681,0.00001398488,0.0009961536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005682306,"threshold_uncertainty_score":0.01900923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468769456629935,"score_gpt":0.3057101585726343,"score_spread":0.281022464006335,"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."}}