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The FAIR² Chronicles: Data stories for an AI world

The FAIR² Chronicles: Data stories for an AI world

Senscience
Uitgebracht: 2025-05-08
© Senscience
The FAIR² Chronicles: Data stories for an AI world - QR Code
GratisNew
8 afleveringen
Audio
Luister in Apple Podcasts
GratisNew
8 afleveringen
Audio
Luister in Apple Podcasts
Uitgebracht: 2025-05-08
© Senscience
Meest recente aflevering
The Myth of Objective Data

The Myth of Objective Data

We often hear about making AI responsible—but what if the real problem isn’t the model? What if it starts much earlier, with the data we feed into it? In this episode, we unpack the hidden assumptions baked into the way data is measured, labeled, an
Tijd: 11:24
Afspelen
We often hear about making AI responsible—but what if the real problem isn’t the model? What if it starts much earlier, with the data we feed into it?
In this episode, we unpack the hidden assumptions baked into the way data is measured, labeled, and used. We explore why objectivity in data is often a myth—and why designing for subjectivity is essential for building trustworthy AI. From mental health dashboards and inconsistent clinical definitions to the neuroscience of neuron behavior and brain simulations, we examine how context—not just content—shapes what AI learns.
We introduce the FAIR² framework: a practical approach to making data not only Findable, Accessible, Interoperable, and Reusable—but also AI-ready, Responsible, and Context-Rich. This isn’t just about fixing bias. It’s about understanding how data is made—and building integrity into the foundation of every AI system.
If you care about scientific rigor, equity in AI, or reproducible research, this episode will shift how you think about data.
This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit senscience.substack.com
Aflevering-ID: 1000706790722
GUID: substack:post:162676301
Releasedatum: 8-5-2025 12:00:00

Beschrijving

The FAIR² Chronicles: Data Stories for an AI World” is an AI-generated podcast bringing published FAIR² datasets to life. Each episode spotlights real-world datasets structured under FAIR² principles—FAIR + AI-readiness, Responsible AI, and Context—showcasing their impact on scientific discovery, innovation, and global challenges. From climate research to biomedical breakthroughs, AI narrates the data’s journey, revealing how structured, machine-actionable datasets are driving the future of open science.
senscience.substack.com

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https://api.substack.com/feed/podcast/4038465/s/186670.rss

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