Assessing the utility of low resolution brain imaging: treatment of infant hydrocephalus
Harper JR, Cherukuri V, O’Reilly T, Yu M, Mbabazi-Kabachelor E, Mulando R, Sheth KN, Webb AG, Warf BC, Kulkarni AV, Monga V, Schiff SJ. Assessing the utility of low resolution brain imaging: treatment of infant hydrocephalus. NeuroImage Clinical 2021, 32: 102896. PMID: 34911199, PMCID: PMC8646178, DOI: 10.1016/j.nicl.2021.102896.Peer-Reviewed Original ResearchConceptsDeep learning enhancementLow-quality imagesDeep learningQuality imagesDeep learning algorithmsEnhanced imageRole of machineLearning enhancementImage qualityLearning algorithmAcceptable image qualityReconstruction errorImage resolutionImagesAlgorithmCT imagesLearningCT counterpartsNoise ratioTreatment planningPlanningNew standardStructural errorsExperienced pediatric neurosurgeonsMachineApproaches in cooling of resistive coil-based low-field Magnetic Resonance Imaging (MRI) systems for application in low resource settings
Natukunda F, Twongyirwe T, Schiff S, Obungoloch J. Approaches in cooling of resistive coil-based low-field Magnetic Resonance Imaging (MRI) systems for application in low resource settings. BMC Biomedical Engineering 2021, 3: 3. PMID: 33579373, PMCID: PMC7881601, DOI: 10.1186/s42490-021-00048-6.Peer-Reviewed Original ResearchPermanent magnet technologyDedicated cooling systemLow-field magnetic resonance imaging systemsMRI systemCooling systemMagnet technologyResistive coilsMagnetic resonance imaging systemResistive magnetResonance imaging systemLow costHigh constructionMagnetsImage qualityImaging systemSystem longevityStrength capabilitiesInstallationSystemCoilStringent prerequisite