And we check #limitations the future holds due to the imprecise way of natural language, e.g., "give me the analytics for this week?" Did you mean "from today until last week"?
Or how data workloads need to be #deterministic and #reproducible to backfill faulty data, but AI agents aren't that.
ibidi Know How: Culturing cells on a 3D gel matrix with controlled #flow🥼
The µ-Slide I Luer 3D allows you to culture cells on a 3D gel matrix while applying #defined and #reproducible #shearstress through a simple channel on top.
📚 zurl.co/Va3gt
#3Dcellculture
#ScientificPublishing is flawed with most published research unlikely to be #Reproducible.
To address this, we propose #PeerReplication as an alternative or augmentation to #PeerReview, where key experiments are reproduced, adding robustness to published findings: doi.org/10.1038/s44319-026-00705-8
Our project concluded with a final symposium, bringing together 139 participants to reflect on progress and future priorities for #reproducible research. 🫱🏻🫲🏻
🔗 Read more & watch the full recording: tier2-project.eu/news/tier2-p...
💻 A new guide on how to make your #code more #reproducible
👉 Check it out www.britishecologicalsociety.org/wp-content/u...
🤔Looking to make your #code more #reproducible? Check out our new and improved guide to Reproducible Code! 🧪🌍️
Find it here👇️
buff.ly/10TeNok
@nhcooper123.bsky.social
@britishecologicalsociety.org
Flathub now testing for reproducibility, and the Reproducibility team helping identify software projects that will fail to build in 2038 when the UNIX Epoch wraps, are two highlights of the January's Reproducible Builds report reproducible-builds.org/reports/2026...
#reproducible #reproduciblebuilds
My next obsession: workflow managers 🎈Yesterday night I binged videos from #riffomonas about #reproducible research. He used #snakemake , it looks nice! I also looked up #nextflow It looks fierce! So which one to learn?
Any advice? I'll use it for #bioinformatics #pipeline s; I mainly write in #R
If you are a scientist tired of spending 40% of your day on menial data management tasks, visit biomestat.com
biomeStat transforms your raw data into publication-ready figures in minutes, not weeks.
#Deterministic #Reproducible #Defensible
The recording of my #fosdem talk is now available!
fosdem.org/2026/schedul...
#linux #filesystem #xfs #reproducible #builds
If only one machine/person can rerun it, you don’t have an analysis pipeline, you have a liability.
How to adapt #DevOps ideas to fix the "pain patterns" of modern research?
Read about #SciOps: the operational layer to make science runnable, reviewable, and transferable.
#Reproducible #Science
Join our free webinar: #Geospatial Workflows with #MATLAB, in collaboration with #IAMG.
🕒 18FEB 15:00–16:00 GMT | Online
Learn how to streamline workflows for #mapping, #visualization & #reproducible #Geoscience data analysis.
Register for free!⬇️
🔗 www.mathworks.com/company/even...
💻 TIER2’s sister project, iRISE_EU, is offering a series of interactive, live online workshops to help trainers, educators, and researchers strengthen skills in #reproducible and open research practices. 🤩
💡 Attendance is free but limited, so register early! 👇
We built a containerised workflow that handles QC, doublet detection, CITE‑seq for scRNA‑seq data, and outputs a ready‑to‑use #Seurat object. One command, #reproducible results—ideal for labs without dedicated bioinformatics support.
We built a containerised workflow that handles QC, doublet detection, CITE‑seq for scRNA‑seq data, and outputs a ready‑to‑use #Seurat object. One command, #reproducible results—ideal for labs without dedicated bioinformatics support.
This book on #reproducible #data #science looks like something every scientist should at least be aware of. Can’t wait to read it in the coming days.
Building on prior work involving 27,000+ notebooks and the #FAIR Jupyter Knowledge Graph, the #FAIRJupyter4AI project is to set a new standard for #reproducible & #AI-enhanced computational science.
🔓 Grant Proposal: doi.org/10.3897/rio.....
#FAIRdata #openscience
Cells kept in check ⭕
⏱️29-hour #timelapse of a T-cell potency assay with RCC-26 tumor cells and JB4 T cells on single-cell arrays using the µ-Slide VI 0.4🥼
ibidi µ-#Patterning keeps cells exactly where you need them for clean, #reproducible assays
🔗zurl.co/uAjx6
👀 Are you interested in #DataScience? #Open and #Reproducible research? #ResearchCommunities?
🤲 Have you contributed before to The Turing Way? If not, are you curious about it?
💡 We invite you to TIER2’s closing symposium, where experts will explore how emerging technologies, evolving practices and shifting policies are shaping a more transparent and reliable culture of #reproducible research.
📝 Register now: zoom.us/webinar/regi...
For the 'to read' pile... 👍😀
"We present ORKG reborn, an emerging digital library that supports #finding, accessing, and #reusing accurate, fine-grained, and #reproducible machine-readable expressions of scientific #knowledge that relate #scientific statements and their supporting evidence in […]
I truly believe that making #labprotocols publicly available is a cornerstone of transparent and #reproducible science! 🔬✨
Protocols naturally evolve over time. By tracking your protocols with Git and sharing them on GitHub, you help other people understand your research much better! #OpenScience
The #Reproducible Builds Summit 2025 wrapped up in Vienna with global contributors collaborating on build transparency, #tooling, and #security. Catch the highlights from the event + new academic research, patches & #distro updates in the October report reproducible-builds.org/reports/2025...
📅 02:00 PM: "10 years of Reproducible Builds" by Chris Lamb in Room 334 #SeaGL2025 #security #reproducible #FLOSS pretalx.seagl.org/2025/talk/PE...
🔁 All analyses are fully #reproducible with the code and data available at @cos.io’s #OpenScienceFramework: osf.io/gvcfe/. We published the complete dataset here: bsky.app/profile/niel...
World Statistics Day 2025
At The University of Manchester Social Statistics Department we strive to empower our #SocialScience students with transferrable skills in accurate and #reproducible data analysis.
lnkd.in/eB_dWJT8
#SocialStatistics #DataScience
#EuroScienceGateway #Bioinformatics #ComputationalBiology #Reproducible #Research #OpenScience #DataScience #JupyterNotebooks #NotebookInterface #ToolIntegration #PythonForScience #FAIR #Data #ResearchTools (2/2)
📢Last day of #IDW2025 with more #RDATIGER supported sessions!
Don't miss insightful presentations on governance of digital twins, #reproducible, #transparent computational modelling and tool #interoperability in the research data lifecycle.
Check them out here: tinyurl.com/mthntaju
#RDAPlenary25
We have published a video #tutorial on the Monash SoDa Replicator, a template for #reproducible #academic #research : youtube.com/playlist?lis.... #git #github #tex #ai #replication #productivity #collaboration
📖Published📖
The fluxible #rstats package provides tools to process #ecosystem gas fluxes in a fully #reproducible workflow, while offering full flexibility to the user 🌍 🧪 Read more here 👇
buff.ly/dSpRkOe
