{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001837059,0.0001662682,0.0004809643,0.00004435702,0.00009932615,0.0000134719,0.00008537376,0.0002935872,0.0007749779],"category_scores_gemma":[0.0004964349,0.0001378673,0.0002099199,0.0001605147,0.000252451,0.00004963897,0.0001092083,0.0005611281,0.0002888127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001231082,"about_ca_system_score_gemma":0.00006746193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006550738,"about_ca_topic_score_gemma":0.00001955536,"domain_scores_codex":[0.9986551,0.0001355706,0.000443431,0.0003749225,0.00008924484,0.0003016936],"domain_scores_gemma":[0.9991901,0.0002059828,0.00007236364,0.0002472662,0.00007372117,0.000210579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008126989,0.003140057,0.02414633,0.0002552288,0.01171554,0.001381397,0.001433917,0.00003398786,0.03501195,0.03545019,0.03675219,0.8425522],"study_design_scores_gemma":[0.005586292,0.008110033,0.2616855,0.00004494977,0.0000917848,0.0003303558,0.0003692634,0.003200402,0.0004551713,0.0001237494,0.7196829,0.0003196164],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803166,0.001594697,0.0007133856,0.01219011,0.0006367417,0.0002128288,0.00000271629,0.0001658227,0.004167132],"genre_scores_gemma":[0.9906007,0.001411851,0.0008581653,0.005806448,0.00068157,0.00001284984,0.00002567514,0.00002671242,0.0005760348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8422326,"threshold_uncertainty_score":0.8485465,"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."}}