Sean Hill

We’re thrilled to be named: Startup Of The Week: Senscience - The Innovator

theinnovator.news/startup-of-t...

Science. Unleashed. Across every field of research, there’s a quiet paradox.

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AGMB

🌍 Come join us at #AGMB2025 in the session led by Dr Sean Hill (@wakesleep.bsky.social) on how AI is transforming data management in medical research:

- Tuesday, 23 September
- ⏰ 2:00–2:20 PM

Let’s connect and talk about the future of open, AI-driven science ⬇️

fro.ntiers.in/AGMB

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

t.co/W9AnNrWVXc

Frontiers | The BrainHealth Databank: a systems approach to data-driven mental health care and research IntroductionMental health care is undermined by fragmented data collection, as incomplete datasets can compromise treatment efficacy and research. The BrainH...

“Working on this project was important to my healing and sense of purpose.”

Patient voices shaped the BrainHealth Databank —
📊 12M+ data points
👥 35K+ patient journeys

➡ Turning mental health care into a system that learns.

🔗 frontiersin.org/journals/neu...

#MentalHealth #EthicalAI #CoDesign

Frontiers | The BrainHealth Databank: a systems approach to data-driven mental health care and research IntroductionMental health care is undermined by fragmented data collection, as incomplete datasets can compromise treatment efficacy and research. The BrainH...

Very excited to share this article about an initiative that I'm very proud of - the BrainHealth Databank.
@camhnews.bsky.social
@camhresearch.bsky.social

www.frontiersin.org/journals/neu...

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

Publish or Perish. But Who’s Reading? Science is accelerating, but papers go unread and data goes unused. A new kind of collaborator may change everything.

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

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...)

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?...

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

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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
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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
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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...

From FAIR to FAIR²: Raising the Bar for Scientific Data Practice Turning Principles into Practice for Reusable, Reproducible, AI-Ready Data

From FAIR to FAIR²: Raising the Bar for Scientific Data Practice
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.

How can we make scientific data truly reusable—not just someday, but now?
It’s one of the most urgent questions in research.
FAIR isn’t enough. We need data that works—today and into the future.

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

Data Sharing Is Hard—FAIR² Is Here to Help Why sharing your data feels hard—and how FAIR² Data Management helps you actually do it.

Sharing your data shouldn’t feel like a second job. FAIR² Data Management helps turn your dataset into a citable, AI-ready, reusable resource—without the hassle.

Join the pilot: frontiersin.org/about/fair-d...

#FAIR2 #OpenScience #DataSharing #AIReady #FAIRData

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Happy having the first paper published by this data management!
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?
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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...

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