ReviewPatterns (New York, N.Y.)2021
The role of metadata in reproducible computational research.
Review in Patterns (New York, N.Y.), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers.
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.
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.
Who cites it
42 citing papers in PubMed.
- Fragment-level FAIRness: annotating scientific data and its provenance using data fragment selectors.Journal of integrative bioinformatics · 2026Article
- From pixels to patterns: the AI revolution in stem cell-derived models.Nature methods · 2026Review
- OMICON: a community resource for studying gene coexpression networks in normal and neoplastic human brain samples.bioRxiv : the preprint server for biology · 2026Article
- Re-curating a 90-year ecological data collection from an Australian arid zone enclosure according to FAIR principles.Scientific data · 2026Article
- A framework for reproducibly managing coupled research software and data assets based on shared transformation functions.Patterns (New York, N.Y.) · 2026Article
- All Models are Wrong, Some are Annotated: Automating Metadata in Biomedical Repositories.bioRxiv : the preprint server for biology · 2026Article
- Decoding plant physiology through systems biology: Integrative multi-omics and computational perspectives for next-generation crop design.Plant communications · 2026Review
- Assessing the adoption of the FAIR principles in Italian environmental research infrastructures.Patterns (New York, N.Y.) · 2026Article
- Architectural good practices for reproducible benchmarking in protein machine learning.Frontiers in bioinformatics · 2026Article
- Do we need a standardized 16S rRNA gene amplicon sequencing analysis protocol for poultry microbiota research?Poultry science · 2025Review
- Metadata practices for simulation workflows.Scientific data · 2025Article
- An open source statistical web application for validation and analysis of virtual cohorts.Scientific reports · 2025Article
- Synthetic Data in Healthcare and Drug Development: Definitions, Regulatory Frameworks, Issues.CPT: pharmacometrics & systems pharmacology · 2025Review
- Playbook workflow builder: Interactive construction of bioinformatics workflows.PLoS computational biology · 2025Article
- Datagraphy: toward a systematic approach to dataset discovery.GigaScience · 2025Article
- Analyzing sex imbalance in EGA and dbGaP biological databases: Recommendations for better practices.iScience · 2024Article
- A Guideline for Open-Source Tools to Make Medical Imaging Data Ready for Artificial Intelligence Applications: A Society of Imaging Informatics in Medicine (SIIM) Survey.Journal of imaging informatics in medicine · 2024Article
- Review
- Genomic reproducibility in the bioinformatics era.Genome biology · 2024Review
- Making Mathematical Research Data FAIR: Pathways to Improved Data Sharing.Scientific data · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Reproducible computational research (RCR) is the keystone of the scientific method for
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.