{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005192964,0.0009955567,0.0005788443,0.001790163,0.002712971,0.001947041,0.001445291,0.007683327,0.004103999],"category_scores_gemma":[0.008119784,0.0006156435,0.001252896,0.001058078,0.001355987,0.00134865,0.001476837,0.003358943,0.0007755118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001558243,"about_ca_system_score_gemma":0.001314258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003831308,"about_ca_topic_score_gemma":0.004337323,"domain_scores_codex":[0.9990054,0.0002658293,0.000137676,0.000153456,0.0001906983,0.0002469978],"domain_scores_gemma":[0.9958687,0.001962774,0.0007991492,0.0001713753,0.0002351483,0.0009628003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00005636844,0.0001519578,0.01043436,0.0000444276,0.0000147188,0.9831957,0.001479666,0.0003304232,0.0003318897,0.0006978563,0.0006508048,0.002611841],"study_design_scores_gemma":[0.00001256752,0.0001366792,0.005969331,0.00007415567,0.000037175,0.985262,0.002421889,0.001270042,0.0009724338,0.0006902302,0.003110884,0.00004272529],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961789,0.002275698,0.009956185,0.009187625,0.0003630857,0.0001787724,0.000268861,0.0001567062,0.01582398],"genre_scores_gemma":[0.9921266,0.000774634,0.002153362,0.001266982,0.000308273,0.00002351783,0.00007979308,0.00003336379,0.003233366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007683327,"threshold_uncertainty_score":0.01372921,"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."}}