2024
Soft phenotyping for sepsis via EHR time-aware soft clustering
Jiang S, Gai X, Treggiari M, Stead W, Zhao Y, Page C, Zhang A. Soft phenotyping for sepsis via EHR time-aware soft clustering. Journal Of Biomedical Informatics 2024, 152: 104615. PMID: 38423266, PMCID: PMC11073833, DOI: 10.1016/j.jbi.2024.104615.Peer-Reviewed Original ResearchElectronic health recordsRecovery trajectoriesSub-phenotypesHealth recordsClustering algorithmTiming of interventionLogistic regressionCondition associated with high mortalitySoft clustering algorithmDisease sub-phenotypesSepsis prediction modelSoft clusteringClinical variablesOptimal timing of interventionTemporal informationMedical plausibilityHigher mortalityClustering procedureAccurate informationOrgan dysfunctionAlgorithmDysregulated immune response to infectionInterventionHospitalSepsis-related organ dysfunction
2015
Patient-Level Interventions to Prevent the Acquisition of Resistant Gram-Negative Bacteria in Critically Ill Patients: A Systematic Review
Zaky A, Zeliadt SB, Treggiari MM. Patient-Level Interventions to Prevent the Acquisition of Resistant Gram-Negative Bacteria in Critically Ill Patients: A Systematic Review. Anaesthesia And Intensive Care 2015, 43: 23-33. PMID: 25579286, DOI: 10.1177/0310057x1504300105.Peer-Reviewed Original ResearchConceptsPatient-level interventionsIntensive care unitMDR-GNBCare unitSystematic reviewMultidrug-resistant Gram-negative bacterial infectionsSelective digestive decontaminationComparative interventional studyGram-negative bacterial infectionsInfection control effortsResistant Gram-negative bacteriaRate of infectionPrevention of colonisationDigestive decontaminationInterventional trialsIll patientsInterventional studyAnalysed trialsControl groupBacterial infectionsInfectionInterventionTrialsSignificant reductionScience databases