Tag - Consortia: MIRACUM

Alpha-1-antitrypsin-deficiency is associated with lower cardiovascular risk: an approach based on federated learning.
Zöller, Daniela; Haverkamp, Christian; Makoudjou, Adeline; Sofack, Ghislain; Kiefer, Saskia; Gebele, Denis; Pfaffenlehner, Michelle; Boeker, Martin; Binder, Harald; Karki, Kapil; Seidemann, Christian; Schmeck, Bernd; Greulich, Timm; Renz, Harald; Schild, Stefanie; Seuchter, Susanne A; Tibyampansha, Dativa; Buhl, Roland; Rohde, Gernot; Trudzinski, Franziska C; Bals, Robert; Janciauskiene, Sabina; Stolz, Daiana; Fähndrich, Sebastian
Respir Res, Volume 25, Issue 1 (2024)
PMID: 38238846 DOI: 10.1186/s12931-023-02607-y 
Citations: 3 (Scopus)
Tags: Consortia: MIRACUM | Study: Erlangen University Hospital | Study: Frankfurt University Hospital | Study: Freiburg University Hospital | Study: Giessen University Hospital | Study: Mainz University Hospital | Study: Marburg University Hospital

DistSNE: Distributed computing and online visualization of DNA methylation-based central nervous system tumor classification.
Schmid, Kai; Sehring, Jannik; Németh, Attila; Harter, Patrick N; Weber, Katharina J; Vengadeswaran, Abishaa; Storf, Holger; Seidemann, Christian; Karki, Kapil; Fischer, Patrick; Dohmen, Hildegard; Selignow, Carmen; von Deimling, Andreas; Grau, Stefan; Schröder, Uwe; Plate, Karl H; Stein, Marco; Uhl, Eberhard; Acker, Till; Amsel, Daniel
Brain Pathol, Volume 34, Issue 3 (2024)
PMID: 38012085 DOI: 10.1111/bpa.13228 
Citations: -
Tags: Consortia: MIRACUM | Study: Edinger Institute Frankfurt | Study: GSE109381 SuperSeries | Study: The Giessen Institute of Neuropathology

Deep generative models in DataSHIELD.
Lenz, Stefan; Hess, Moritz; Binder, Harald
BMC Med Res Methodol, Volume 21, Issue 1 (2021)
PMID: 33812380 DOI: 10.1186/s12874-021-01237-6 
Citations: 10 (Scopus)
Tags: Consortia: GEMOLS | Consortia: MIRACUM

Recovery of original individual person data (IPD) inferences from empirical IPD summaries only: Applications to distributed computing under disclosure constraints.
Bonofiglio, Federico; Schumacher, Martin; Binder, Harald
Stat Med, Volume 39, Issue 8 (2020)
PMID: 31944335 DOI: 10.1002/sim.8470 
Citations: 15 (Scopus)
Tags: Consortia: MIRACUM | Study: IST

A Queue-Poll Extension and DataSHIELD: Standardised, Monitored, Indirect and Secure Access to Sensitive Data.
Gruendner, Julian; Prokosch, Hans-Ulrich; Schindler, Sebastian; Lenz, Stefan; Binder, Harald
Stud Health Technol Inform, Volume 258 (2019)
PMID: 30942726 DOI: 10.3233/978-1-61499-959-1-115 
Citations: 3 (Scopus)
Tags: Consortia: MIRACUM | Study: Erlangen University Hospital | Study: Freiburg University Hospital | Study: Magdeburg University Hospital

KETOS: Clinical decision support and machine learning as a service - A training and deployment platform based on Docker, OMOP-CDM, and FHIR Web Services.
Gruendner, Julian; Schwachhofer, Thorsten; Sippl, Phillip; Wolf, Nicolas; Erpenbeck, Marcel; Gulden, Christian; Kapsner, Lorenz A; Zierk, Jakob; Mate, Sebastian; Stürzl, Michael; Croner, Roland; Prokosch, Hans-Ulrich; Toddenroth, Dennis
PLoS One, Volume 14, Issue 10 (2019)
PMID: 31581246 DOI: 10.1371/journal.pone.0223010 
Citations: 34 (Scopus)
Tags: Consortia: MIRACUM | Study: Erlangen University Hospital