Evidence map›Paper›PMID 41820417›Full record

ArticleScientific data2026

CODE beyond FAIR: a roadmap for reusable research software.

Roberto Di Cosmo, Sabrina Granger, Konrad Hinsen, Nicolas Jullien, Daniel Le Berre, Violaine Louvet, Camille Maumet, Clémentine Maurice, Raphaël Monat, Nicolas P Rougier

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Scientific data, 2026. 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

10 authors.

Roberto Di CosmoInria Paris, Paris, France.ORCID http://orcid.org/0000-0002-7493-5349
Sabrina GrangerInria Lyon, Lyon, France.ORCID http://orcid.org/0000-0002-9081-3851
Konrad HinsenCentre de Biophysique Moléculaire (CNRS), Orléans, France.ORCID http://orcid.org/0000-0003-0330-9428
Nicolas JullienIMT Atlantique, Brest, France.ORCID http://orcid.org/0000-0002-9039-9021
Daniel Le BerreUniv. Artois, CNRS, UMR 8188, CRIL, Lens, France.ORCID http://orcid.org/0000-0003-3221-9923
Violaine LouvetUniv. Grenoble Alpes, CNRS, Grenoble INP (Institute of Engineering Univ. Grenoble Alpes), LJK, 38000, Grenoble, France.ORCID http://orcid.org/0000-0002-8742-8952
Camille MaumetInria, Univ Rennes, CNRS, Inserm, Rennes, France.ORCID http://orcid.org/0000-0002-6290-553X
Clémentine MauriceUniv. Lille, CNRS, Inria, UMR 9189 CRIStAL, Lille, France.ORCID http://orcid.org/0000-0002-8896-9494
Raphaël MonatUniv. Lille, CNRS, Inria, UMR 9189 CRIStAL, Lille, France. raphael.monat@inria.fr.ORCID http://orcid.org/0000-0001-8487-0326
Nicolas P RougierCentre Inria de l'université de Bordeaux, Bordeaux, France.ORCID http://orcid.org/0000-0002-6972-589X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

FAIR principles are a set of guidelines aiming at simplifying the distribution of scientific data to enhance reuse and reproducibility. This article focuses on research software, which significantly differs from data in its living nature, and its relationship with free and open-source software. We provide a tiered roadmap to improve the state of research software, which takes into account the full range of stakeholders in the research software ecosystem: all scientific staff - regardless of prior software engineering training - but also institutions, funders, libraries and publishers.

Identifiers

PMID41820417
PMCPMC13043711

What OpenQuestion 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 OpenQuestion graph.