{"id":"W2031507225","doi":"10.1517/17425247.2015.987660","title":"Drug-device combination products in the twenty-first century: epinephrine auto-injector development using human factors engineering","year":2014,"lang":"en","type":"review","venue":"Expert Opinion on Drug Delivery","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Drug; Drug development; Epinephrine; Pharmacology; Medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008893601,0.0006673583,0.00137996,0.0003337729,0.0003639286,0.00007711962,0.0003604486,0.0001602583,0.00005233716],"category_scores_gemma":[0.0003001803,0.000438087,0.0002392164,0.0005614129,0.0000414984,0.0001679086,0.0001888011,0.0008804196,0.00005218806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006991386,"about_ca_system_score_gemma":0.0001909393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001731317,"about_ca_topic_score_gemma":0.00001768393,"domain_scores_codex":[0.9969012,0.0003155554,0.0008843628,0.0006628432,0.000686179,0.0005499237],"domain_scores_gemma":[0.9980875,0.0007501272,0.000428305,0.0004636546,0.000118736,0.000151655],"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":[0.0001970168,0.00359921,0.0003667964,0.05901106,0.001549922,0.0001161051,0.0163736,0.00008209152,0.00007006108,0.0007649321,0.03272939,0.8851398],"study_design_scores_gemma":[0.0006188687,0.00005418909,0.0001464444,0.009679017,0.00008364685,0.00001288826,0.0002662567,0.0001961596,0.00004063431,5.469536e-7,0.9884359,0.0004655058],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002408338,0.9925079,0.000007353735,0.001031601,0.001931849,0.001750941,0.000007821634,0.0001026752,0.0002515224],"genre_scores_gemma":[0.003664719,0.9939741,0.000255181,0.0005298004,0.0009308671,0.0001447971,0.0003779024,0.00007975823,0.00004283329],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9557065,"threshold_uncertainty_score":0.9998071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165475141878791,"score_gpt":0.3873518882397574,"score_spread":0.2708043740518783,"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."}}