2024
Model selection to achieve reproducible associations between resting state EEG features and autism
Carson W, Major S, Akkineni H, Fung H, Peters E, Carpenter K, Dawson G, Carlson D. Model selection to achieve reproducible associations between resting state EEG features and autism. Scientific Reports 2024, 14: 25301. PMID: 39455733, PMCID: PMC11511871, DOI: 10.1038/s41598-024-76659-5.Peer-Reviewed Original ResearchMeSH KeywordsAutistic DisorderBrainChildChild, PreschoolElectroencephalographyFemaleHumansMachine LearningMaleReproducibility of ResultsRestConceptsElectroencephalography spectral powerCustom machine learning modelsPredictive performanceGamma powerMachine learning modelsRegularized generalized linear modelModel selectionBiomarker discoverySpectral powerMidline regionMultiple featuresLearning modelsFunctional connectivity featuresPosterior midline regionsElectome network factors: Capturing emotional brain networks related to health and disease
Walder-Christensen K, Abdelaal K, Klein H, Thomas G, Gallagher N, Talbot A, Adamson E, Rawls A, Hughes D, Mague S, Dzirasa K, Carlson D. Electome network factors: Capturing emotional brain networks related to health and disease. Cell Reports Methods 2024, 4: 100691. PMID: 38215761, PMCID: PMC10832286, DOI: 10.1016/j.crmeth.2023.100691.Peer-Reviewed Original ResearchConceptsCognitive processesEmotional brain networksBrain networksMental disordersFunctional connectomeTranslational biomarkersBrain statesBehavioral contextDisordersHeterogeneous disorderRelevant networksPrevalence of illnessBiologically relevant networksMoodCircuit insightAffectConvergence mechanismConnectomeBrainIllnessNext-generation therapeuticsDisease etiologyTherapeutic developmentIndividuals
2022
Predicting emerging chemical content in consumer products using machine learning
Thornton L, Carlson D, Wiesner M. Predicting emerging chemical content in consumer products using machine learning. The Science Of The Total Environment 2022, 834: 154849. PMID: 35405240, DOI: 10.1016/j.scitotenv.2022.154849.Peer-Reviewed Original ResearchConceptsAverage balanced accuracy