{"id":"W3201904916","doi":"10.1097/pts.0000000000000915","title":"Improving Pediatric Drug Safety in Prehospital Emergency Care—10 Years on","year":2021,"lang":"en","type":"article","venue":"Journal of Patient Safety","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Medicine; Dosing; Emergency medicine; Fentanyl; Ketamine; Emergency medical services; Medical record; Medical emergency; Anesthesia; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007581156,0.0001800184,0.0003935967,0.0002993668,0.0002737453,0.000001193338,0.0002147022,0.0001680863,0.001920657],"category_scores_gemma":[0.001113336,0.0001641411,0.0002079144,0.0005582135,0.00002182695,0.0002333841,0.0001143238,0.001111371,0.000208731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005852147,"about_ca_system_score_gemma":0.001020993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000297448,"about_ca_topic_score_gemma":0.00008575796,"domain_scores_codex":[0.996029,0.0006452649,0.001889722,0.0002484517,0.0007297242,0.0004578432],"domain_scores_gemma":[0.9969684,0.0002941644,0.001601527,0.0003019914,0.0005657202,0.0002682127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002519565,0.001511077,0.8309989,0.0009573991,0.0001046235,0.0004214979,0.09247766,0.005067938,0.0002343861,0.0009265926,0.02666943,0.03811095],"study_design_scores_gemma":[0.00399475,0.0006864016,0.8310522,0.0004996527,0.00008739325,0.000009066601,0.01923116,0.00005913667,0.00008136256,0.0001299291,0.1438027,0.0003662995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845342,0.001370396,0.0003841799,0.001421505,0.005513986,0.0004651845,0.00005098572,0.00002241362,0.006237163],"genre_scores_gemma":[0.9958727,0.001431458,0.0005046038,0.0003562687,0.0006562066,0.00001268159,0.00004351356,0.00002829296,0.001094264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171333,"threshold_uncertainty_score":0.9989917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849224676803842,"score_gpt":0.3409679091778449,"score_spread":0.3224756624098065,"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."}}