2023
Using Bandit Algorithms to Maximize SARS-CoV-2 Case-Finding: Evaluation and Feasibility Study
Rayo M, Faulkner D, Kline D, Thornhill T, Malloy S, Della Vella D, Morey D, Zhang N, Gonsalves G. Using Bandit Algorithms to Maximize SARS-CoV-2 Case-Finding: Evaluation and Feasibility Study. JMIR Public Health And Surveillance 2023, 9: e39754. PMID: 37581924, PMCID: PMC10430782, DOI: 10.2196/39754.Peer-Reviewed Original ResearchConceptsSARS-CoV-2
2021
Understanding the Barriers to Pooled SARS-CoV-2 Testing in the United States
Fenichel EP, Koch RT, Gilbert A, Gonsalves G, Wyllie AL. Understanding the Barriers to Pooled SARS-CoV-2 Testing in the United States. Microbiology Spectrum 2021, 9: 10.1128/spectrum.00312-21. PMID: 34378949, PMCID: PMC8552767, DOI: 10.1128/spectrum.00312-21.Peer-Reviewed Original ResearchConceptsSARS-CoV-2 testingSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2) detectionPooled testingPooled testing strategyClinical Laboratory Improvement AmendmentsTraditional diagnostic testingEmergence of variantsTesting strategiesDiagnostic testingVirus resurgenceEarly detectionClear protocolsTest capacityTesting capacityUnited StatesTest priceSurveillance measuresTest reportingMajor barrierUptakeAdequate resourcesResponseTestingTesting programU.S. laboratoriesMaximizing the Efficiency of Active Case Finding for SARS-CoV-2 Using Bandit Algorithms
Gonsalves GS, Copple JT, Paltiel AD, Fenichel EP, Bayham J, Abraham M, Kline D, Malloy S, Rayo MF, Zhang N, Faulkner D, Morey DA, Wu F, Thornhill T, Iloglu S, Warren JL. Maximizing the Efficiency of Active Case Finding for SARS-CoV-2 Using Bandit Algorithms. Medical Decision Making 2021, 41: 970-977. PMID: 34120510, PMCID: PMC8484027, DOI: 10.1177/0272989x211021603.Peer-Reviewed Original ResearchConceptsBandit algorithmsMobility dataThompson sampling algorithmWeb appFunctional prototypeTesting resourcesSequential decisionAlgorithmPartial informationSampling algorithmClassic problemDecision scienceSpatial correlationAllocationPoint distanceInformationResourcesDeploymentAppsDecisionsTradeoffHaystackPrototypeObjectsData