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| 1 | Distributed Analytics on Sensitive Medical Data:The Personal Health Train显示文摘In recent years,as newer technologies have evolved around the healthcare ecosystem,more and more data have been generated.Advanced analytics could power the data collected from numerous sources,both from healthcare institutions,or generated by individuals themselves via apps and devices,and lead to innovations in treatment and diagnosis of diseases;improve the care given to the patient;and empower citizens to participate in the decision-making process regarding their own health and well-being.However,the sensitive nature of the health data prohibits healthcare organizations from sharing the data.The Personal Health Train(PHT)is a novel approach,aiming to establish a distributed data analytics infrastructure enabling the(re)use of distributed healthcare data,while data owners stay in control of their own data.The main principle of the PHT is that data remain in their original location,and analytical tasks visit data sources and execute the tasks.The PHT provides a distributed,flexible approach to use data in a network of participants,incorporating the FAIR principles.It facilitates the responsible use of sensitive and/or personal data by adopting international principles and regulations.This paper presents the concepts and main components of the PHT and demonstrates how it complies with FAIR principles. | Oya Beyan Ananya Choudhury Johan van Soest Oliver Kohlbacher Lukas Zimmermann Holger Stenzhorn Md.Rezaul Karim Michel Dumontier Stefan Decker Luiz Olavo Bonino da Silva Santos Andre Dekker | 2020 | Data Intelligence2020，2，1： | 1 |
| 2 | Mast cell function: A new vision of an old cell显示文摘 | Da Silva EZM Jamur MC Oliver C | 2014 | J Histochem Cytochem2014，62，10： | 1 |
| 3 | Mapping of the distribution of polysialylated neural cell adhesion molecule throughout the central nervous system of the adult rat:an immunohistochemical study显示文摘 | Bonfanti L Olive S Poulain DA | 1992 | Neuroscience1992，49，2： | 1 |
| 4 | Twin reversed arterial peffu- sion sequence : a new method of parabiotic twin mass estimation cor- related with pump twin compromise 显示文摘 | Oliver ER Coleman BG Goff DA | 2013 | J Ultrasound Med2013，32，12： | 1 |
| 5 | Aspergillus antingen testing in bone marrow transplant recipients显示文摘 | Williamson EC Oliver DA Johnson EM | 2001 | J Clin Pathol2001，53，5： | 1 |
| 6 | Twin reversed arterial perfusion sequence:a new method of parabiotic twin mass estimation correlated with pump twin compro- mise显示文摘 | Oliver ER Coleman BG Goff DA | 2013 | J Ultrasound Med2013，32，12： | 1 |
| 7 | Renal henmodynamic response to an angiotensin Ⅱ antagonist eprosartan in healthy men显示文摘 | Prie DA Oliver JN Fisher NDL | 1997 | Hypertension1997，30，： | 1 |
| 8 | Gastric residual volume and aspiration in critically ill patients receiving gastric feedings显示文摘 | Metheny NA Schallom L Oliver DA | 2008 | Am J Crit Care2008，17，6： | 1 |
| 9 | Expectant management and hydrotubations in the treatment of endometriosis-associated infertility 显示文摘 | Olive DL Stohs GF Metzger DA | 1985 | Fertil Steril1985，44，1： | 1 |
| 10 | Vitamin D insuffi-ciency and deficiency in chronic kidney disease, A single centerobservational study显示文摘 | Gonzalez EA Sachdeva A Oliver DA | 2004 | Am J Nephrol2004，24，5： | 1 |
| 11 | Liver donor's age and recipient's serum creatinine predict blood component use during liver transplantation 显示文摘 | Modanlou KA Oliver DA Grossman BJ | 2009 | Transfusion2009，49，12： | 1 |
| 12 | Preparation of planar retinal specimens:verification by histology,mRNA profiling,and proteome analysis显示文摘 | McKay GJ Campbell L Oliver M Brockbank S Simpson DA Curry WJ | 2004 | Mol Vis2004，10，： | 1 |
| 13 | Gastric residual volume and aspiration in critically ill patients receiving gastric feedings 显示文摘 | Metheny NA Schallom L Oliver DA | 2008 | Am J Critical Care2008，17，6： | 1 |
| 14 | Methyl aminolaevulinate-photodynamic therapy for actinic keratoses, squamous cell carcinoma in situ and superficial basal cell carcinoma employing a square wave intense pulsed light device for photoactivation显示文摘 | Downs AM Bower CB Oliver DA | 2009 | Br J Dermatol2009，161，1： | 1 |
| 15 | Gastric residual volume and aspiration in eritieally ill patients reeeiving gastric feedings显示文摘 | Metheny NA Sehallom L Oliver DA | 2008 | Am J Crit Care2008，17，6： | 1 |
| 16 | Mast Cell Function A New vision of an Old Cell显示文摘 | Da Silva EZ Jamur MC Oliver C | 2014 | J Histochem Cytochem2014，62，10： | 1 |
| 17 | Behavioural characterisation of the robotic mouse mutant显示文摘 | Oliver PL Keays DA Davies KE | 2007 | Behav Brain Res2007，181，： | 1 |
| 18 | Gastric residual volume and aspiration in critically ill patients receiving gastric {eedings显示文摘 | Metheny NA Schallom L Oliver DA | 2008 | Am J Crit Care2008，17，： | 1 |
| 19 | Vitamin D insufficiency and deficiency in chronic kidney disease:a single center observational study显示文摘 | Gonza' lez EA Sachdeva A Oliver DA | | 0，，： | 1 |
| 20 | Behavioural charactefisation of the robotic mouse mutant显示文摘 | Oliver PL Keays DA Davies KE | 2007 | Behav Brain Res2007，181，2： | 1 |
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