{"id":"W2775096832","doi":"","title":"A Case Study: Gentamicin Hard Limit Events and Follow-Up Actions in Smart Infusion Pumps","year":2017,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario; Carleton University","funders":"","keywords":"Gentamicin; Limit (mathematics); Medicine; Intensive care medicine; Antibiotics; Mathematics; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.000214776,0.0001661488,0.000201796,0.000173362,0.0005841087,0.00006241063,0.0002053095,0.0001882927,0.00002458913],"category_scores_gemma":[0.0001067252,0.0001682685,0.00003311507,0.0000825751,0.00006429157,0.0002866754,0.0001617477,0.0003676779,0.0000247268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006587464,"about_ca_system_score_gemma":0.000009488805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002227465,"about_ca_topic_score_gemma":0.0004055645,"domain_scores_codex":[0.9991814,0.000003636303,0.0002227859,0.0002284234,0.00009685224,0.0002668443],"domain_scores_gemma":[0.9996224,0.00001387921,0.00005613083,0.0001958444,0.00005254352,0.0000591763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001117362,0.0004198024,0.897886,0.0002534112,0.0001655406,0.001293329,0.01428118,0.00002763109,0.02585951,0.001315441,0.001695786,0.05669061],"study_design_scores_gemma":[0.00809485,0.0009598251,0.9088153,0.0004350154,0.0002206257,0.006038196,0.02679098,0.01516944,0.02056612,0.002628588,0.00874548,0.001535595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958017,0.00003559173,0.00001551989,0.0001115077,0.0004390981,0.0003831795,0.000003455639,0.0002514176,0.002958521],"genre_scores_gemma":[0.9991958,0.0001293592,0.0001558145,0.00002483198,0.00004168614,0.00005232778,9.85667e-7,0.00002537735,0.0003738713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05515502,"threshold_uncertainty_score":0.6861791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031176828414319,"score_gpt":0.257969910194341,"score_spread":0.226793081780022,"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."}}