{"id":"W2774026988","doi":"","title":"Wireless Smart Infusion Pumps: A Proposed Continuous Quality Improvement Data Analysis Process","year":2016,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Canadian Agency for Drugs and Technologies in Health","funders":"","keywords":"Infusion pump; Audit; Quality management; Medicine; Engineering; Operations management; Management system; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009081168,0.0002367674,0.0005935209,0.0003193249,0.0001770193,0.00002765216,0.0004409643,0.0002792226,0.00004653673],"category_scores_gemma":[0.0006286768,0.0001536717,0.00008841927,0.0008899581,0.0001672254,0.0003714119,0.0002822683,0.0002718393,0.00003137187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001286475,"about_ca_system_score_gemma":0.0001511364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001842983,"about_ca_topic_score_gemma":0.00003075917,"domain_scores_codex":[0.9976364,0.0000135192,0.000613351,0.0007747702,0.0004737294,0.0004882059],"domain_scores_gemma":[0.9982193,0.00005655791,0.0002992712,0.0006046683,0.0006040739,0.0002161959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002623765,0.0002001983,0.8004649,0.0005841813,0.0003191552,0.000007547798,0.0004580895,1.833512e-8,0.07229196,0.0002908466,0.0002062615,0.1249145],"study_design_scores_gemma":[0.008634336,0.003916795,0.52197,0.002640455,0.002965479,0.00005865529,0.005677021,0.000851099,0.4408319,0.001119514,0.00980868,0.001526136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944755,0.00006026826,0.0002742406,0.002905044,0.0001673071,0.0008629058,0.00003259415,0.0004637363,0.0007584191],"genre_scores_gemma":[0.99851,0.00006629733,0.0003756426,0.0002354976,0.0001864519,0.00006786773,0.00005332573,0.00002568982,0.0004792009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3685399,"threshold_uncertainty_score":0.6266548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06073771805222714,"score_gpt":0.3706466447261577,"score_spread":0.3099089266739306,"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."}}