2021
Supervised machine learning in the mass spectrometry laboratory: A tutorial
Lee ES, Durant TJS. Supervised machine learning in the mass spectrometry laboratory: A tutorial. Journal Of Mass Spectrometry And Advances In The Clinical Lab 2021, 23: 1-6. PMID: 34984411, PMCID: PMC8692990, DOI: 10.1016/j.jmsacl.2021.12.001.Peer-Reviewed Educational MaterialsCapabilities of MLMachine learning methodsHigh-dimensional datasetsClassification problemSupervised machineSupervised MLComputer scienceDiscrete data elementsLearning methodsResult qualityData elementsML practicesDatasetSoftwareScientist communityInherent relationshipTutorialMass spectrometry dataPromising synergyMS datasetsData analysisMass spectrometry laboratoriesDistant natureRecent yearsWorkflow
2020
Applications of Artificial Intelligence in Clinical Microbiology Diagnostic Testing
Smith K, Wang H, Durant T, Mathison B, Sharp S, Kirby J, Long S, Rhoads D. Applications of Artificial Intelligence in Clinical Microbiology Diagnostic Testing. Clinical Microbiology Newsletter 2020, 42: 61-70. DOI: 10.1016/j.clinmicnews.2020.03.006.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsApplication of AIRole of AIClinical microbiology laboratory practiceDigital plate readingAI algorithmsAI toolsAI's roleArtificial intelligenceComputer softwareAIImage analysisMachineAdvanced analysisPlate readingEveryday laboratory practiceIntelligenceComputerAlgorithmSoftwareClose collaborationApplicationsOptimal efficiencyMicrobiology laboratory practiceEveryday lifeData