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

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 forecasti...

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Veröffentlicht in:	PloS one 2021-11, Vol.16 (11), p.e0259724
Hauptverfasser:	Amodeo, Ilaria, De Nunzio, Giorgio, Raffaeli, Genny, Borzani, Irene, Griggio, Alice, Conte, Luana, Macchini, Francesco, Condò, Valentina, Persico, Nicola, Fabietti, Isabella, Ghirardello, Stefano, Pierro, Maria, Tafuri, Benedetta, Como, Giuseppe, Cascio, Donato, Colnaghi, Mariarosa, Mosca, Fabio, Cavallaro, Giacomo
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Analysis Artificial intelligence Biology and Life Sciences Computer and Information Sciences Data analysis Data collection Deep Learning Diagnosis Diaphragm Engineering and Technology Ethics Extracorporeal membrane oxygenation Extracorporeal Membrane Oxygenation - methods Feature extraction Female Fetuses Forecasting Gynecology Health aspects Hernia Hernias Hernias, Diaphragmatic, Congenital - complications Hernias, Diaphragmatic, Congenital - diagnostic imaging Hernias, Diaphragmatic, Congenital - surgery Humans Hypertension Hypertension, Pulmonary - diagnosis Hypertension, Pulmonary - diagnostic imaging Image processing Image segmentation Infant, Newborn Infants (Newborn) Interdisciplinary aspects Laboratories Learning algorithms Lung - diagnostic imaging Lungs Machine Learning Magnetic resonance Magnetic resonance imaging Magnetic Resonance Imaging - methods Mathematical models Mathematics Medical imaging Medical prognosis Medicine Medicine and Health Sciences Neonates Newborn babies Obstetrics Occlusion Oxygenation Patients Pediatrics Physical Sciences Physics Prediction models Pregnancy Prenatal Diagnosis - methods Pulmonary hypertension Research and Analysis Methods Resonance Resource allocation Retrospective Studies Study Protocol
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