{"id":"W1573272570","doi":"10.1109/iembs.1990.692137","title":"Pumpsim: A Software Package For Simulating Computer-controlled Drug Infusion Pumps","year":2005,"lang":"en","type":"article","venue":"","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Debugging; Computer science; Infusion pump; ALARM; Control (management); Software; Reliability engineering; Operating system; Engineering; Anesthesia; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002573104,0.0002073416,0.0003584849,0.0001220651,0.0002193401,0.0000261403,0.0002024187,0.0002058956,0.0003002584],"category_scores_gemma":[0.0000813796,0.0001805168,0.0001455035,0.0001088177,0.00002975006,0.0001118678,0.00005895606,0.0002338079,0.0001028365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006099019,"about_ca_system_score_gemma":0.00001311878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006295086,"about_ca_topic_score_gemma":0.00005132684,"domain_scores_codex":[0.9988962,0.00001524907,0.0003997489,0.0001933935,0.0001069221,0.000388492],"domain_scores_gemma":[0.9992398,0.0003116489,0.00004361734,0.000282012,0.0000642034,0.00005874136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002139223,0.0001311371,0.0002732805,0.0001375938,0.0001579151,0.000009039234,0.0008848787,0.3266548,0.003907585,0.007022448,0.01059687,0.6500106],"study_design_scores_gemma":[0.004492749,0.00006805871,0.000134302,0.00003265916,0.00002415443,0.00000758694,0.00004753835,0.9658162,0.01210787,0.001272502,0.01566248,0.0003338722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2163973,0.0001141923,0.7749874,0.0003632086,0.0004238739,0.000839199,0.00001497739,0.002574181,0.004285654],"genre_scores_gemma":[0.9067574,0.00002024857,0.09157114,0.0003627721,0.0003238396,0.00006471971,0.000018413,0.0000419555,0.0008395251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6903601,"threshold_uncertainty_score":0.7361261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005705801984748128,"score_gpt":0.2094837169426438,"score_spread":0.2037779149578957,"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."}}