Evidence map›Paper›PMID 41209822›Full record

ArticleF1000Research2025

'dstidyverse': An Implementation of

Tim Cadman, Mariska Slofstra, Demetris Avraam, Eleanor Hyde, Niels Kikkert, Marije van der Geest, Dick Postma, Ruben Veenstra, Stuart Wheater, Erik Zwart and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in F1000Research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Tim CadmanDepartment of Genetics, Genomics Coordination Center, University Medical Centre, Groningen, The Netherlands.ORCID 0000-0002-7682-5645
Mariska SlofstraDepartment of Genetics, Genomics Coordination Center, University Medical Centre, Groningen, The Netherlands.ORCID 0000-0002-0400-0468
Demetris AvraamDepartment of Public Health, University of Copenhagen, Øster Farimagsgade, Copenhagen, Denmark.
Eleanor HydeDepartment of Genetics, Genomics Coordination Center, University Medical Centre, Groningen, The Netherlands.
Niels KikkertDepartment of Genetics, Genomics Coordination Center, University Medical Centre, Groningen, The Netherlands.ORCID 0009-0000-5122-4328
Marije van der GeestDepartment of Genetics, Genomics Coordination Center, University Medical Centre, Groningen, The Netherlands.
Dick PostmaDepartment of Genetics, Genomics Coordination Center, University Medical Centre, Groningen, The Netherlands.
Ruben VeenstraDepartment of Genetics, Genomics Coordination Center, University Medical Centre, Groningen, The Netherlands.
Stuart WheaterNewcastle Helix, Urban Science Building, Newcastle upon Tyne, Arjuna Technologies, Newcastle, UK.
Erik ZwartDepartment of Genetics, Genomics Coordination Center, University Medical Centre, Groningen, The Netherlands.ORCID 0000-0002-4552-003X
Morris SwertzDepartment of Genetics, Genomics Coordination Center, University Medical Centre, Groningen, The Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: DataSHIELD is a mature, R-based federated learning platform that enables multi-site analysis without sharing individual participant data. While DataSHIELD includes many packages for data analysis, it lacks user-friendly data manipulation tools. Methods: To address this gap, we developed Results: This package provides functionality for selecting, renaming, and creating columns; conditional recoding; combining data frames by rows or columns; filtering and arranging rows; grouping and ungrouping data; and converting data frames to tibbles. Through examples, we demonstrate how Conclusions: By providing additional data manipulation functionality,

Indexed as

data manipulationdatashieldfederated analysisRtidyverse

Identifiers

PMID41209822
PMCPMC12592851

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.