Senscience

Frontiers FAIR² Data Management

"With Frontiers FAIR², every dataset is cited, every scientist recognized.” Dr. Sean Hill, Co-founder and CEO of @senscience.bsky.social, the Frontiers AI venture behind FAIR² Data Management.

Start your data journey now ➡️ fro.ntiers.in/FAIR2

#ResearcherChampions #ScienceUnleashed

New FAIR² Data Article

New FAIR² Data Article fro.ntiers.in/GBbbOCMewWb & Interactive Portal fro.ntiers.in/qmzFN9UewWb 🚀

Search, filter & analyze SARS-CoV-2 spike protein variants in an interactive environment.
✅Fully FAIR²-compliant and AI-ready at the highest standard.

#FAIRData #FAIRSquared #OpenScience

From FAIR to FAIR²: Why data principles matter and how publishing is evolving

Want to make your research data FAIR?

Frontiers FAIR² Data Management helps researchers turn FAIR principles into credit-bearing publications, keeping datasets discoverable, reusable, and recognized.

Discover how ➡️ fro.ntiers.in/FAIR2-Princi...

#ResearcherChampions #ScienceUnleashed

Meet Clara, the AI Data Steward at the heart of Frontiers FAIR² Data Management, ensuring data is machine-actionable, high-quality, citable and reusable, turning weeks of work into minutes.

Start your data management journey now ➡️ fro.ntiers.in/FAIR2

#ResearcherChampions #ScienceUnleashed

Startup Of The Week: Senscience featuring Frontiers FAIR²

Dr. Sean Hill, co-founder and CEO of @senscience.bsky.social, shares in The Innovator how Frontiers FAIR² Data Management is redefining the future of scientific data.

Read the full interview ➡️ fro.ntiers.in/FAIR2-TheInn...

#ResearcherChampions #ScienceUnleashed

FAIR² Data Management Pilot Sign-Up FAIR² Data Management Pilot Sign-Up

Unlock the potential of your research data with FAIR² Data Management.

🔍Certified FAIR² Data Packages
📄Peer reviewed, citable FAIR² Data Articles
🌐FAIR² Data Portal
🤖Clara, your AI Data Steward

Join the pilot today - fro.ntiers.in/zkRa
@fairsquared.bsky.social
@senscience.bsky.social

Who Will Read Our Science? A Reflection on Living Knowledge, Data, and the Audience to Come

open.substack.com/pub/senscien...

YouTube video by Angel Borja Publishing a paper using artificial intelligence

Publishing a paper using artificial intelligence, sharing my experience with @fairsquared.bsky.social in @frontiersin.bsky.social
#MarineEcology
#GES4SEAS
#Research
#ArtificialIntelligence
youtu.be/NINk4XFT1WY?...

YouTube video by Senscience GES4SEAS Dr. Angel Borja

Dr. Àngel Borja @drangelborja.bsky.social shares his experience creating the inaugural FAIR² Data Article and Portal (doi.org/10.71728/r1r...)

Becoming FAIR²: How a Global Research Community is Shaping the Future of AI-Ready Data Shaped by researchers worldwide, FAIR² is evolving into a practical, community-driven standard for ethical and next-generation data sharing.

Becoming FAIR²: How a Global Research Community is Shaping the Future of AI-Ready Data
open.substack.com/pub/senscien...

From Open to Reusable: How FAIR² Data Portals Multiply Scientific Impact Designing data for discovery, trust, and real-world reuse—by scientists, for scientists

From Open to Reusable: How FAIR² Data Portals Multiply Scientific Impact
open.substack.com/pub/senscien...

Frontiers | Marine biodiversity and environmental data: an AI-ready, open dataset from the long term (1995–2023) Basque Country monitoring network This dataset provides 28 years of environmental monitoring data (1995–2023) from 51 stations in the estuaries and coastal areas of the Basque Country in the ...

After 1.5 months of publication, or @azti.bsky.social #URA #GES4SEAS publication on 30 yr of marine dataset, has achieved over 5000 views and downloads. A good record, showing the usefulness of FAIR2 in publishing datasets
#MarineEcology
#Research

www.frontiersin.org/journals/oce...

You can see also the opinion paper on the dataset publication, using #ArtificialIntelligence for metadata presentation
@frontiersin.bsky.social
#GES4SEAS
#MarineEcology
#Research

www.frontiersin.org/journals/oce...

Shaping the Future of Data at the UNECE Generative AI Workshop The future of data is structured, governed, and AI-ready—insights from the UNECE Generative AI Workshop

Shaping the Future of Data at the UNECE Generative AI Workshop
open.substack.com/pub/senscien...

The Myth of Objective Data When data is subjective, responsibility starts at measurement.

The Myth of Objective Data
open.substack.com/pub/senscien...

You Can’t Have Responsible AI Without Responsible Data Responsible AI starts at measurement—because that’s where bias begins.

You Can’t Have Responsible AI Without Responsible Data
open.substack.com/pub/senscien...

The saying “carved in stone” no longer holds.
In the age of the internet and AI, memory is fragile, shifting, and at risk.
Preservation is not a given — it’s a choice.
What will we choose to endure — and how will we preserve it?

New podcast to accompany the blog:

open.substack.com/pub/senscien...

The Intention to Endure: Memory, Change, and the Stones of Beijing Personal reflections on preserving knowledge in a world shaped by impermanence.

The Intention to Endure: Memory, Change, and the Stones of Beijing
open.substack.com/pub/senscien...

FAIR in principle—but failing in scientific practice FAIR² goes beyond FAIR—turning principles into practice so data can be cited, reused, trusted, and sustained for science and AI.

FAIR in principle—but failing in scientific practice
open.substack.com/pub/senscien...

Four weeks after publication and already 2056 views and 251 downloads of our @azti.bsky.social paper on Marine biodiversity and environmental data: an AI-ready, open dataset from the long term (1995–2023) Basque Country monitoring network
#MarineEcology
#GES4SEAS
www.frontiersin.org/journals/oce...

Lady looking at FAIR² Data Management

Is your research data reaching its full potential? Transform your dataset into structured and reusable research with FAIR² Data Management

✅ Structured data packages
✅ Interactive exploration portals
✅ Rich metadata

🔗 Learn more: https://fro.ntiers.in/z1AW

#FAIRData #FAIRsquared #DataSharing

You’ve Got a Great Dataset—Now What? Why FAIR² Data Articles are the next step for researchers with valuable data to share.

You’ve Got a Great Dataset—Now What?
open.substack.com/pub/senscien...

FAIR² Data Articles: Unlocking Research Data Value Giving Datasets the Credit—and Reach—They Deserve

FAIR² Data Articles: Unlocking Research Data Value
open.substack.com/pub/senscien...

Frontiers | Marine biodiversity and environmental data: an AI-ready, open dataset from the long term (1995–2023) Basque Country monitoring network

Today is #WorldWaterDay2025, let's celebrate it with our paper #monitoring marine waters and #biodiversity, to take #management actions and revert degraded water systems

@azti.bsky.social
#WaterDay
#MarineEcology
#GES4SEAS

www.frontiersin.org/journals/oce...

Frontiers | Marine biodiversity and environmental data: an AI-ready, open dataset from the long term (1995–2023) Basque Country monitoring network

Just two weeks of the publication of our @azti_brta #GES4SEAS paper on 30 yr of a #MarineBiodiversity dataset AI-ready, and over 1500 views and 180 downloads. Good records

#MarineEcology

www.frontiersin.org/journals/oce...

Welcome to the FAIR² Pulse The Data Foundation for AI, Scientific Discovery, and Responsible Innovation

Welcome to the FAIR² Pulse
open.substack.com/pub/senscien...

www.linkedin.com/pulse/revolu...

Our paper on marine #biodiversity datasets using an AI-ready platform is doing so well! over 1000 views and 111 downloads in less than one week!

#GES4SEAS
#MarineEcology
#Research
@azti.bsky.social

www.frontiersin.org/journals/oce...

Open Science In The Age Of AI - The Innovator Senscience's mission is to make research data AI-ready, aligned with Responsible AI principles, and structured for deep scientific reuse.

theinnovator.news/open-science...

Our paper "Marine biodiversity and environmental data: an AI-ready, open dataset from the long term (1995–2023) Basque Country monitoring network", launched yesterday has already 639 views, and the dataset views more than 1000

#MarineEcology
#GES4SEAS

www.frontiersin.org/journals/oce...