Tag - Type: proof of concept

Capability and accuracy of usual statistical analyses in a real-world setting using a federated approach.
Jégou, Romain; Bachot, Camille; Monteil, Charles; Boernert, Eric; Chmiel, Jacek; Boucher, Mathieu; Pau, David
PLoS One, Volume 19, Issue 11 (2024)
PMID: 39541283 DOI: 10.1371/journal.pone.0312697 
Citations: 1 (Scopus)
Tags: Industry: Roche | Type: clinical research | Type: cohort study | Type: longitudinal study | Type: proof of concept | Type: software engineering

dsMTL: a computational framework for privacy-preserving, distributed multi-task machine learning.
Cao, Han; Zhang, Youcheng; Baumbach, Jan; Burton, Paul R; Dwyer, Dominic; Koutsouleris, Nikolaos; Matschinske, Julian; Marcon, Yannick; Rajan, Sivanesan; Rieg, Thilo; Ryser-Welch, Patricia; Späth, Julian; Herrmann, Carl; Schwarz, Emanuel
Bioinformatics, Volume 38, Issue 21 (2022)
PMID: 36073911 DOI: 10.1093/bioinformatics/btac616 
Citations: 9 (Scopus)
Tags: Study: GSE21138  | Study: GSE35977 | Study: GSE53987 | Study: phs000979.v3.p2 | Type: data systems | Type: proof of concept | Type: software engineering

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: 17 (Scopus)
Tags: Consortia: GEMOLS | Consortia: MIRACUM | Type: data systems | Type: proof of concept | Type: software engineering

A software package for the application of probabilistic anonymisation to sensitive individual-level data: a proof of principle with an example from the ALSPAC birth cohort study
Avraam, Demetris; Boyd, Andy; Goldstein, Harvey; Burton, Paul
Longitudinal and Life Course Studies, Volume 9, Issue 4 (2018)
DOI: 10.14301/llcs.v9i4.478 
Citations: 7 (Scopus)
Tags: Consortia: CLOSER | Consortia: Connected Health Cities North East North Cumbria | Study: ALSPAC | Type: data governance | Type: proof of concept | Type: software engineering

DataSHIELD: taking the analysis to the data, not the data to the analysis.
Gaye, Amadou; Marcon, Yannick; Isaeva, Julia; LaFlamme, Philippe; Turner, Andrew; Jones, Elinor M; Minion, Joel; Boyd, Andrew W; Newby, Christopher J; Nuotio, Marja-Liisa; Wilson, Rebecca; Butters, Oliver; Murtagh, Barnaby; Demir, Ipek; Doiron, Dany; Giepmans, Lisette; Wallace, Susan E; Budin-Ljøsne, Isabelle; Oliver Schmidt, Carsten; Boffetta, Paolo; Boniol, Mathieu; Bota, Maria; Carter, Kim W; deKlerk, Nick; Dibben, Chris; Francis, Richard W; Hiekkalinna, Tero; Hveem, Kristian; Kvaløy, Kirsti; Millar, Sean; Perry, Ivan J; Peters, Annette; Phillips, Catherine M; Popham, Frank; Raab, Gillian; Reischl, Eva; Sheehan, Nuala; Waldenberger, Melanie; Perola, Markus; van den Heuvel, Edwin; Macleod, John; Knoppers, Bartha M; Stolk, Ronald P; Fortier, Isabel; Harris, Jennifer R; Woffenbuttel, Bruce H R; Murtagh, Madeleine J; Ferretti, Vincent; Burton, Paul R
Int J Epidemiol, Volume 43, Issue 6 (2014)
PMID: 25261970 DOI: 10.1093/ije/dyu188 
Citations: 225 (Scopus)
Tags: Consortia: BBMRI-LPC | Consortia: BioSHaRE-EU | Consortia: Welsh and Scottish Farr Institutes | Study: CHRIS | Study: FINRISK 2007 | Study: HUNT | Study: KORA | Study: Lifelines | Study: MICROS | Study: Mitchelstown | Study: NCDS | Study: PREVEND | Type: data systems | Type: proof of concept | Type: software engineering

Combined analysis of correlated data when data cannot be pooled
Jones, Elinor M.; Sheehan, Nuala A.; Gaye, Amadou; Laflamme, Philippe; Burton, Paul
Stat, Volume 2, Issue 1 (2013)
DOI: 10.1002/sta4.19 
Citations: 9 (Scopus)
Tags: Consortia: BioSHaRE-EU | Consortia: P3G | Type: clinical research | Type: proof of concept