Jordi Cabot<p>(now online) Training <a href="https://fediscience.org/tags/ML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ML</span></a> on fair data is key to ensure the resulting ML models will be from <a href="https://fediscience.org/tags/biases" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>biases</span></a> and other <a href="https://fediscience.org/tags/ethical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ethical</span></a> concerns. ⚖️⚖️⚖️</p><p>But is scientific data annotated with enough metadata to evaluate potential <a href="https://fediscience.org/tags/biases" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>biases</span></a> in the data (and its gathering process)? (TL;DR it's a disaster 😭😭)</p><p>Are at least improving on this? What can we do to fix this situation? ⬇️⬇️</p><p><a href="https://www.nature.com/articles/s41597-025-04402-4" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">nature.com/articles/s41597-025</span><span class="invisible">-04402-4</span></a></p><p>(work led by Joan Giner Miguelez with Abel Gómez and yours truly)<br> <br><a href="https://fediscience.org/tags/openaccess" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>openaccess</span></a> hashtag#scientificdata <a href="https://fediscience.org/tags/empirical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>empirical</span></a> hashtag#fairness <a href="https://fediscience.org/tags/research" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>research</span></a> <a href="https://fediscience.org/tags/machinelearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>machinelearning</span></a> <a href="https://fediscience.org/tags/trustworthiness" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>trustworthiness</span></a> <a href="https://fediscience.org/tags/ResponsibleAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ResponsibleAI</span></a></p>