Search results for " Pulmonary Ipertension"

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A maChine and deep Learning Approach to predict pulmoNary hyperteNsIon in newbornS with congenital diaphragmatic Hernia (CLANNISH): Protocol for a re…

2021

Introduction Outcome predictions of patients with congenital diaphragmatic hernia (CDH) still have some limitations in the prenatal estimate of postnatal pulmonary hypertension (PH). We propose applying Machine Learning (ML), and Deep Learning (DL) approaches to fetuses and newborns with CDH to develop forecasting models in prenatal epoch, based on the integrated analysis of clinical data, to provide neonatal PH as the first outcome and, possibly: favorable response to fetal endoscopic tracheal occlusion (FETO), need for Extracorporeal Membrane Oxygenation (ECMO), survival to ECMO, and death. Moreover, we plan to produce a (semi)automatic fetus lung segmentation system in Magnetic Resonanc…

Pediatricsmedicine.medical_treatmentretrospective studyDiagnostic RadiologyCohort StudiesStudy ProtocolMathematical and Statistical TechniquesPregnancyMedicine and Health SciencesLung volumesMultidisciplinarymedicine.diagnostic_testRadiology and ImagingStatisticsQRSoftware EngineeringMagnetic Resonance ImagingPulmonary Imagingmachine learningObstetric ProceduresPhysical SciencesEngineering and TechnologyMedicineFemaleCohort studyComputer and Information Sciencesmedicine.medical_specialtyImaging TechniquesHypertension PulmonaryScienceSurgical and Invasive Medical ProceduresResearch and Analysis MethodsPulmonary hypertensionComputer SoftwareDiagnostic MedicineArtificial IntelligenceCongenital Diaphragmatic Hernia Pulmonary Ipertension Deep Learning protocolmedicineExtracorporeal membrane oxygenationHumansHerniaStatistical MethodsRetrospective StudiesFetal surgerybusiness.industrydiaphragmatic herniasegmentationInfant NewbornBiology and Life SciencesNeonatesCongenital diaphragmatic herniadeep learningRetrospective cohort studyMagnetic resonance imagingmedicine.diseaseSettore FIS/07 - Fisica Applicata(Beni Culturali Ambientali Biol.e Medicin)Hernias Diaphragmatic CongenitalbusinessMathematicsDevelopmental BiologyForecasting
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