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Technology TalesMachine learning revolutionises industries, yet understanding causality remains a challenge. By integrating causal models, AI can provide deeper, more interpretable insights beyond mere correlations. Overcoming practical hurdles is key to future breakthroughs. Could causality be the next frontier? <a href="https://mstdn.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mstdn.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#AI</a> <a href="https://mstdn.social/tags/Causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#Causality</a> <a href="https://mstdn.social/tags/TechInsights" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechInsights</a> <a href="https://www.kdnuggets.com/is-causality-the-next-frontier-for-machine-learning" rel="nofollow noopener" translate="no" target="_blank">https://www.kdnuggets.com/is-causality-the-next-frontier-for-machine-learning</a>

janThe difference between the perspectives of classical physics and those of the Copenhagen School was therefore rooted in different views of the basic philosophical concepts: objectivity, phenomenon, causality and physical reality. The actual revolution in the philosophical foundations of physics consisted in Bohr’s seeing himself as obliged to redefine these concepts in order to retain them within the framework of the new physics. At the same time this meant a redefinition of the criteria of science. —Suzanne Gieser, The Innermost Kernel <a class="hashtag" href="https://pleroma.microblog.se/tag/bohr" rel="nofollow noopener" target="_blank">#bohr</a> <a class="hashtag" href="https://pleroma.microblog.se/tag/physics" rel="nofollow noopener" target="_blank">#physics</a> <a class="hashtag" href="https://pleroma.microblog.se/tag/objectivity" rel="nofollow noopener" target="_blank">#objectivity</a> <a class="hashtag" href="https://pleroma.microblog.se/tag/phenomenon" rel="nofollow noopener" target="_blank">#phenomenon</a> <a class="hashtag" href="https://pleroma.microblog.se/tag/causality" rel="nofollow noopener" target="_blank">#causality</a> <a class="hashtag" href="https://pleroma.microblog.se/tag/reality" rel="nofollow noopener" target="_blank">#reality</a>

AlexCrimi<a href="https://mstdn.social/tags/simplicialcomplex" class="mention hashtag" rel="nofollow noopener" target="_blank">#simplicialcomplex</a> + <a href="https://mstdn.social/tags/Causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#Causality</a> +<a href="https://mstdn.social/tags/Reservoircomputing" class="mention hashtag" rel="nofollow noopener" target="_blank">#Reservoircomputing</a>: "Higher-order Granger reservoir computing: simultaneously achieving scalable complex structures inference and accurate dynamics prediction" <a href="https://www.nature.com/articles/s41467-024-46852-1" rel="nofollow noopener" translate="no" target="_blank">https://www.nature.com/articles/s41467-024-46852-1</a><a href="https://mstdn.social/tags/dynamicalsystem" class="mention hashtag" rel="nofollow noopener" target="_blank">#dynamicalsystem</a> <a href="https://mstdn.social/tags/ML" class="mention hashtag" rel="nofollow noopener" target="_blank">#ML</a> <a href="https://mstdn.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#AI</a>

richardgolian🧪 “A/B test proves causality with certainty.” I read this on LinkedIn today. Confident. Bold. But truth is: ✔️ Correlation ≠ causality ✔️ Experiments ≠ certainty Just better guesses. My reflection 👉 <a href="https://richardgolian.com/article/im-surprised-by-the-confident-use-of-words-like-certainty-and-causality" target="_blank" rel="nofollow noopener" translate="no">https://richardgolian.com/article/im-surprised-by-the-confident-use-of-words-like-certainty-and-causality</a> <a href="https://mastodon.social/tags/data" class="mention hashtag" rel="tag">#data</a> <a href="https://mastodon.social/tags/causality" class="mention hashtag" rel="tag">#causality</a> <a href="https://mastodon.social/tags/stats" class="mention hashtag" rel="tag">#stats</a> <a href="https://mastodon.social/tags/marketing" class="mention hashtag" rel="tag">#marketing</a> <a href="https://mastodon.social/tags/ads" class="mention hashtag" rel="tag">#ads</a> <a href="https://mastodon.social/tags/statistics" class="mention hashtag" rel="tag">#statistics</a>

Don Curren 🇨🇦🇺🇦“Our collective capacity to make new choices about what to do with all our power will determine the fate of our species. The thing that’s so scary and frustrating and hard is that it seems out of our control.” <a href="https://aeon.co/essays/causal-understanding-is-not-a-point-of-view-its-a-point-of-do?utm_source=Aeon+Newsletter&utm_campaign=43b5f12737-EMAIL_CAMPAIGN_2025_03_21&utm_medium=email&utm_term=0_-69b28dd3d9-70487565" rel="nofollow noopener" target="_blank">aeon.co/essays/causa...</a> <a class="hashtag" href="https://bsky.app/search?q=%23causality" rel="nofollow noopener" target="_blank">#causality</a> <a class="hashtag" href="https://bsky.app/search?q=%23humans" rel="nofollow noopener" target="_blank">#humans</a> <a class="hashtag" href="https://bsky.app/search?q=%23technology" rel="nofollow noopener" target="_blank">#technology</a> <a href="https://aeon.co/essays/causal-understanding-is-not-a-point-of-view-its-a-point-of-do?utm_source=Aeon+Newsletter&utm_campaign=43b5f12737-EMAIL_CAMPAIGN_2025_03_21&utm_medium=email&utm_term=0_-69b28dd3d9-70487565" rel="nofollow noopener" target="_blank">Causal understanding is not a ...</a>

Olivia A-CDiscussion post for <a href="https://blog.oliviaappleton.com/posts/0004-PWC.html" rel="nofollow noopener" target="_blank">Achieving Causality with Physical Clocks -- A Summary</a> <a href="https://transfem.social/tags/DistributedSystems" rel="nofollow noopener" target="_blank">#DistributedSystems</a> <a href="https://transfem.social/tags/Causality" rel="nofollow noopener" target="_blank">#Causality</a> <a href="https://transfem.social/tags/TimeKeeping" rel="nofollow noopener" target="_blank">#TimeKeeping</a> <a href="https://transfem.social/tags/Research" rel="nofollow noopener" target="_blank">#Research</a> <a href="https://transfem.social/tags/research_review" rel="nofollow noopener" target="_blank">#research_review</a> <a href="https://transfem.social/tags/msu" rel="nofollow noopener" target="_blank">#msu</a> <a href="https://transfem.social/tags/published_paper" rel="nofollow noopener" target="_blank">#published_paper</a> <a href="https://transfem.social/tags/distributed_systems" rel="nofollow noopener" target="_blank">#distributed_systems</a>

John Charles Harman<a class="hashtag" href="https://bsky.app/search?q=%23Nichiren" rel="nofollow noopener" target="_blank">#Nichiren</a> <a class="hashtag" href="https://bsky.app/search?q=%23NichirenShoshu" rel="nofollow noopener" target="_blank">#NichirenShoshu</a> <a class="hashtag" href="https://bsky.app/search?q=%23NichirenDaishonin" rel="nofollow noopener" target="_blank">#NichirenDaishonin</a> <a class="hashtag" href="https://bsky.app/search?q=%23TrueBuddhism" rel="nofollow noopener" target="_blank">#TrueBuddhism</a> <a class="hashtag" href="https://bsky.app/search?q=%23TheLaw" rel="nofollow noopener" target="_blank">#TheLaw</a> <a class="hashtag" href="https://bsky.app/search?q=%23Causality" rel="nofollow noopener" target="_blank">#Causality</a> <a class="hashtag" href="https://bsky.app/search?q=%23Causeandeffect" rel="nofollow noopener" target="_blank">#Causeandeffect</a> <a class="hashtag" href="https://bsky.app/search?q=%23conciousness" rel="nofollow noopener" target="_blank">#conciousness</a> <a class="hashtag" href="https://bsky.app/search?q=%23spiritualism" rel="nofollow noopener" target="_blank">#spiritualism</a> <a class="hashtag" href="https://bsky.app/search?q=%23beautiful" rel="nofollow noopener" target="_blank">#beautiful</a> <a class="hashtag" href="https://bsky.app/search?q=%23nature" rel="nofollow noopener" target="_blank">#nature</a> <a class="hashtag" href="https://bsky.app/search?q=%23literature" rel="nofollow noopener" target="_blank">#literature</a> <a class="hashtag" href="https://bsky.app/search?q=%23Follow" rel="nofollow noopener" target="_blank">#Follow</a> <a class="hashtag" href="https://bsky.app/search?q=%23tantra" rel="nofollow noopener" target="_blank">#tantra</a> <a class="hashtag" href="https://bsky.app/search?q=%23Orlando" rel="nofollow noopener" target="_blank">#Orlando</a> <a class="hashtag" href="https://bsky.app/search?q=%23style" rel="nofollow noopener" target="_blank">#style</a> <a class="hashtag" href="https://bsky.app/search?q=%23travel" rel="nofollow noopener" target="_blank">#travel</a> <a class="hashtag" href="https://bsky.app/search?q=%23repostlove" rel="nofollow noopener" target="_blank">#repostlove</a> <a class="hashtag" href="https://bsky.app/search?q=%23Peace" rel="nofollow noopener" target="_blank">#Peace</a> <a class="hashtag" href="https://bsky.app/search?q=%23beachlife" rel="nofollow noopener" target="_blank">#beachlife</a> <a class="hashtag" href="https://bsky.app/search?q=%23instalike" rel="nofollow noopener" target="_blank">#instalike</a> <a class="hashtag" href="https://bsky.app/search?q=%23realitychallenge" rel="nofollow noopener" target="_blank">#realitychallenge</a> <a class="hashtag" href="https://bsky.app/search?q=%23coolvibes" rel="nofollow noopener" target="_blank">#coolvibes</a> <a class="hashtag" href="https://bsky.app/search?q=%23Healingrythms" rel="nofollow noopener" target="_blank">#Healingrythms</a> <a class="hashtag" href="https://bsky.app/search?q=%23healingmusic" rel="nofollow noopener" target="_blank">#healingmusic</a>

Buddhism On the GoEquanimity is a state of calm and balance, even under stress. Rooted in Buddhist teachings, it blends compassion with detachment, embracing impermanence and interconnectedness. Through mindfulness, reflection, and balanced action, we cultivate resilience and freedom. True equanimity arises not by avoiding challenges but by embracing them with a steady mind and open heart, fostering lasting peace. AI Generated. <a href="https://mastodon.social/tags/equanimity" class="mention hashtag" rel="tag">#equanimity</a> <a href="https://mastodon.social/tags/balance" class="mention hashtag" rel="tag">#balance</a> <a href="https://mastodon.social/tags/compassion" class="mention hashtag" rel="tag">#compassion</a> <a href="https://mastodon.social/tags/detachment" class="mention hashtag" rel="tag">#detachment</a> <a href="https://mastodon.social/tags/ups" class="mention hashtag" rel="tag">#ups</a>&downs <a href="https://mastodon.social/tags/causality" class="mention hashtag" rel="tag">#causality</a>

JMLR'Directed Cyclic Graphs for Simultaneous Discovery of Time-Lagged and Instantaneous Causality from Longitudinal Data Using Instrumental Variables', by Wei Jin, Yang Ni, Amanda B. Spence, Leah H. Rubin, Yanxun Xu.<a href="http://jmlr.org/papers/v26/23-0272.html" rel="nofollow noopener" translate="no" target="_blank">http://jmlr.org/papers/v26/23-0272.html</a> <a href="https://sigmoid.social/tags/causal" class="mention hashtag" rel="nofollow noopener" target="_blank">#causal</a> <a href="https://sigmoid.social/tags/causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#causality</a>

DSLC VideosRecent <a href="https://fosstodon.org/@DSLC" class="u-url mention" rel="nofollow noopener" target="_blank">@DSLC</a> club meetings::rstats: The Effect: A Gallery of Rogues: Other Methods <a href="https://youtu.be/fxO_B3oT0ac" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/fxO_B3oT0ac</a>:python: Generative AI Handbook: & Chapter 12 Decoder-Only Transformers <a href="https://youtu.be/RiXLq-wY9hM" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/RiXLq-wY9hM</a>:rstats: Health Metrics and the Spread of Infectious Diseases: Causes and Risks <a href="https://youtu.be/Y0HVYdb8Ie8" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/Y0HVYdb8Ie8</a>🔵 Shiny Club <a href="https://youtu.be/qo3ge3Qck6Q" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/qo3ge3Qck6Q</a>Visit <a href="https://dslc.video" rel="nofollow noopener" translate="no" target="_blank">https://dslc.video</a> for hours of new <a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataScience</a> videos every week!<a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a> <a href="https://fosstodon.org/tags/causal" class="mention hashtag" rel="nofollow noopener" target="_blank">#causal</a> <a href="https://fosstodon.org/tags/causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#causality</a> <a href="https://fosstodon.org/tags/PyData" class="mention hashtag" rel="nofollow noopener" target="_blank">#PyData</a> <a href="https://fosstodon.org/tags/GenAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#GenAI</a> <a href="https://fosstodon.org/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#AI</a> <a href="https://fosstodon.org/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#DeepLearning</a> <a href="https://fosstodon.org/tags/RShiny" class="mention hashtag" rel="nofollow noopener" target="_blank">#RShiny</a>

DSLC VideosRecent <a href="https://fosstodon.org/@DSLC" class="u-url mention" rel="nofollow noopener" target="_blank">@DSLC</a> club meetings::rstats: The Effect: Regression Discontinuity <a href="https://youtu.be/YXhNKVqTbeY" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/YXhNKVqTbeY</a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a> <a href="https://fosstodon.org/tags/causal" class="mention hashtag" rel="nofollow noopener" target="_blank">#causal</a> <a href="https://fosstodon.org/tags/causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#causality</a>:python: Generative AI Handbook: & Chapter 12 Decoder-Only Transformers <a href="https://youtu.be/D5gPrijHQhA" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/D5gPrijHQhA</a> <a href="https://fosstodon.org/tags/PyData" class="mention hashtag" rel="nofollow noopener" target="_blank">#PyData</a> <a href="https://fosstodon.org/tags/GenAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#GenAI</a> <a href="https://fosstodon.org/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#AI</a> <a href="https://fosstodon.org/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#DeepLearning</a>:rstats: :python: Shiny Club <a href="https://youtu.be/5XG-MPh0t_A" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/5XG-MPh0t_A</a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a> <a href="https://fosstodon.org/tags/RShiny" class="mention hashtag" rel="nofollow noopener" target="_blank">#RShiny</a> <a href="https://fosstodon.org/tags/PyShiny" class="mention hashtag" rel="nofollow noopener" target="_blank">#PyShiny</a> Visit <a href="https://dslc.video" rel="nofollow noopener" translate="no" target="_blank">https://dslc.video</a> for hours of new <a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataScience</a> videos every week!

C.<a href="https://tech.lgbt/@nina_kali_nina" class="u-url mention" rel="nofollow noopener" target="_blank">@nina_kali_nina</a> I think maybe you encountered a time traveller who came back to give you the reference material you needed a few years ahead of schedule, to help hurry up the arrival of a new and better age of technology.🕰️ <a href="https://mindly.social/tags/TimeTravel" class="mention hashtag" rel="nofollow noopener" target="_blank">#TimeTravel</a> <a href="https://mindly.social/tags/time" class="mention hashtag" rel="nofollow noopener" target="_blank">#time</a> <a href="https://mindly.social/tags/causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#causality</a> <a href="https://mindly.social/tags/history" class="mention hashtag" rel="nofollow noopener" target="_blank">#history</a>

Dennis Alexis Valin DittrichBeyond <a href="https://fediscience.org/tags/causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#causality</a> <a href="https://aeon.co/essays/to-better-understand-the-world-follow-the-paths-of-mathematics" rel="nofollow noopener" translate="no" target="_blank">https://aeon.co/essays/to-better-understand-the-world-follow-the-paths-of-mathematics</a><a href="https://fediscience.org/tags/Mathematics" class="mention hashtag" rel="nofollow noopener" target="_blank">#Mathematics</a> shows that understanding isn't just about finding causes, but about recognizing complex structural relationships that connect mind and nature. It shows that the mental and physical worlds aren't separate - they're different aspects of the same reality.So, stop seeing <a href="https://fediscience.org/tags/science" class="mention hashtag" rel="nofollow noopener" target="_blank">#science</a> and <a href="https://fediscience.org/tags/humanities" class="mention hashtag" rel="nofollow noopener" target="_blank">#humanities</a> as competing worldviews. They're complementary ways of exploring our interconnected world, with mathematics as the translator between them.<a href="https://fediscience.org/tags/Science" class="mention hashtag" rel="nofollow noopener" target="_blank">#Science</a> <a href="https://fediscience.org/tags/Philosophy" class="mention hashtag" rel="nofollow noopener" target="_blank">#Philosophy</a> <a href="https://fediscience.org/tags/Interdisciplinary" class="mention hashtag" rel="nofollow noopener" target="_blank">#Interdisciplinary</a>

DSLC VideosRecent <a href="https://fosstodon.org/@DSLC" class="u-url mention" rel="nofollow noopener" target="_blank">@DSLC</a> club meetings::rstats: The Effect: Regression Discontinuity <a href="https://youtu.be/1nCKCR_YIDA" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/1nCKCR_YIDA</a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a> <a href="https://fosstodon.org/tags/causal" class="mention hashtag" rel="nofollow noopener" target="_blank">#causal</a> <a href="https://fosstodon.org/tags/causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#causality</a>:rstats: Shiny Club <a href="https://youtu.be/O7hYqjLYwa8" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/O7hYqjLYwa8</a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a> <a href="https://fosstodon.org/tags/RShiny" class="mention hashtag" rel="nofollow noopener" target="_blank">#RShiny</a>:rstats: Outstanding Shiny UI: Communicate between R and JS <a href="https://youtu.be/D0Zr_3isE8I" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/D0Zr_3isE8I</a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a> <a href="https://fosstodon.org/tags/RShiny" class="mention hashtag" rel="nofollow noopener" target="_blank">#RShiny</a>From the <a href="https://fosstodon.org/@DSLC" class="u-url mention" rel="nofollow noopener" target="_blank">@DSLC</a> :rstats:chives::rstats: "Advanced R: Translating R Code" <a href="https://youtu.be/fixyitpXrwY" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/fixyitpXrwY</a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a>Visit <a href="https://dslc.video" rel="nofollow noopener" translate="no" target="_blank">https://dslc.video</a> for hours of new <a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataScience</a> videos every week!

John Charles HarmanThe Five Impurities <a class="hashtag" href="https://bsky.app/search?q=%23Nichiren" rel="nofollow noopener" target="_blank">#Nichiren</a> <a class="hashtag" href="https://bsky.app/search?q=%23NichirenShoshu" rel="nofollow noopener" target="_blank">#NichirenShoshu</a> <a class="hashtag" href="https://bsky.app/search?q=%23NichirenDaishonin" rel="nofollow noopener" target="_blank">#NichirenDaishonin</a> <a class="hashtag" href="https://bsky.app/search?q=%23TrueBuddhism" rel="nofollow noopener" target="_blank">#TrueBuddhism</a> <a class="hashtag" href="https://bsky.app/search?q=%23TheLaw" rel="nofollow noopener" target="_blank">#TheLaw</a> <a class="hashtag" href="https://bsky.app/search?q=%23Causality" rel="nofollow noopener" target="_blank">#Causality</a> <a class="hashtag" href="https://bsky.app/search?q=%23Causeandeffect" rel="nofollow noopener" target="_blank">#Causeandeffect</a> <a class="hashtag" href="https://bsky.app/search?q=%23conciousness" rel="nofollow noopener" target="_blank">#conciousness</a> <a class="hashtag" href="https://bsky.app/search?q=%23spiritualism" rel="nofollow noopener" target="_blank">#spiritualism</a> <a class="hashtag" href="https://bsky.app/search?q=%23beautiful" rel="nofollow noopener" target="_blank">#beautiful</a> <a class="hashtag" href="https://bsky.app/search?q=%23nature" rel="nofollow noopener" target="_blank">#nature</a> <a class="hashtag" href="https://bsky.app/search?q=%23literature" rel="nofollow noopener" target="_blank">#literature</a> <a class="hashtag" href="https://bsky.app/search?q=%23Follow" rel="nofollow noopener" target="_blank">#Follow</a> <a class="hashtag" href="https://bsky.app/search?q=%23tantra" rel="nofollow noopener" target="_blank">#tantra</a> <a class="hashtag" href="https://bsky.app/search?q=%23Orlando" rel="nofollow noopener" target="_blank">#Orlando</a> <a href="https://rumble.com/v51wdai-the-five-impurities.html" rel="nofollow noopener" target="_blank">rumble.com/v51wdai-the-...</a> <a href="https://rumble.com/v51wdai-the-five-impurities.html" rel="nofollow noopener" target="_blank">The Five Impurities</a>

DSLC VideosRecent <a href="https://fosstodon.org/@DSLC" class="u-url mention" rel="nofollow noopener" target="_blank">@DSLC</a> club meetings::rstats: The Effect: Instrumental Variables <a href="https://youtu.be/YNR4hNTRSeE" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/YNR4hNTRSeE</a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a> <a href="https://fosstodon.org/tags/causal" class="mention hashtag" rel="nofollow noopener" target="_blank">#causal</a> <a href="https://fosstodon.org/tags/causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#causality</a>From the <a href="https://fosstodon.org/@DSLC" class="u-url mention" rel="nofollow noopener" target="_blank">@DSLC</a> :rstats:chives::rstats: "R for Data Science: Communicate Part 2" <a href="https://youtu.be/qQrnNef9fkM" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/qQrnNef9fkM</a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a>:rstats: "Health Metrics and the Spread of Infectious Diseases: Intro to Health Metrics (health_metrics1 2)" <a href="https://youtu.be/25Npx53f7F4" rel="nofollow noopener" translate="no" target="_blank">https://youtu.be/25Npx53f7F4</a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a>Visit <a href="https://dslc.video" rel="nofollow noopener" translate="no" target="_blank">https://dslc.video</a> for hours of new <a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataScience</a> videos every week!

gr8commandmentReassessing Aquinas’s Second Way: The Relevance of Efficient Causality in Philosophy and Contemporary Science <a href="https://buff.ly/4hnnwma" target="_blank" rel="nofollow noopener" translate="no">https://buff.ly/4hnnwma</a> <a href="https://mastodon.social/tags/Christianity" class="mention hashtag" rel="tag">#Christianity</a> <a href="https://mastodon.social/tags/philosophy" class="mention hashtag" rel="tag">#philosophy</a> <a href="https://mastodon.social/tags/theology" class="mention hashtag" rel="tag">#theology</a> <a href="https://mastodon.social/tags/causality" class="mention hashtag" rel="tag">#causality</a> <a href="https://mastodon.social/tags/science" class="mention hashtag" rel="tag">#science</a> <a href="https://mastodon.social/tags/Aquinas" class="mention hashtag" rel="tag">#Aquinas</a>

Maier Amsden<a href="https://mastodon.social/tags/TrumpPrecedent" class="mention hashtag" rel="tag">#TrumpPrecedent</a> <a href="https://mastodon.social/tags/ForcedEmpathy" class="mention hashtag" rel="tag">#ForcedEmpathy</a> <a href="https://mastodon.social/tags/Causality" class="mention hashtag" rel="tag">#Causality</a> Seriously, where are the stickers like I saw on every gas pump in GA? Shouldn't this kinda shit be in the works? Don't *we have some *honest pointing to do?

Lahminewski Lab ⚗️95 - L’Histoire est une chaîne aux multiples maillons. Lesquels ont indirectement relié la construction de la Basilique Saint-Pierre à l’arrivée du savoir-faire horloger dans le Jura ? 📷 <a href="https://pixelfed.ch/discover/tags/LahminewskiLab?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#LahminewskiLab</a> 📍 <a href="https://pixelfed.ch/discover/tags/placesaintpierre?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#placesaintpierre</a> <a href="https://pixelfed.ch/discover/tags/Vatican?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#Vatican</a> <a href="https://pixelfed.ch/discover/tags/Italie?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#Italie</a> ⏱ 1/13 s <a href="https://pixelfed.ch/discover/tags/expositionphotos?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#expositionphotos</a> <a href="https://pixelfed.ch/discover/tags/watchmaker?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#watchmaker</a> <a href="https://pixelfed.ch/discover/tags/horloge?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#horloge</a> <a href="https://pixelfed.ch/discover/tags/noiretblanc?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#noiretblanc</a> <a href="https://pixelfed.ch/discover/tags/souls?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#souls</a> <a href="https://pixelfed.ch/discover/tags/StreetPhotography?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#StreetPhotography</a> <a href="https://pixelfed.ch/discover/tags/vaticano?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#vaticano</a> <a href="https://pixelfed.ch/discover/tags/laRéforme?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#laRéforme</a> <a href="https://pixelfed.ch/discover/tags/Huguenot?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#Huguenot</a> <a href="https://pixelfed.ch/discover/tags/histoire?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#histoire</a> <a href="https://pixelfed.ch/discover/tags/ProtestantReformation?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#ProtestantReformation</a> <a href="https://pixelfed.ch/discover/tags/temps?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#temps</a> <a href="https://pixelfed.ch/discover/tags/causality?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#causality</a> <a href="https://pixelfed.ch/discover/tags/christianisme?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#christianisme</a> <a href="https://pixelfed.ch/discover/tags/bnw?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#bnw</a> <a href="https://pixelfed.ch/discover/tags/blackandwhite?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#blackandwhite</a> <a href="https://pixelfed.ch/discover/tags/blackandwhitephotography?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#blackandwhitephotography</a>

AlexanderOur new article is now on arXiv: **The Case for Time in Causal DAGs** <a href="https://doi.org/10.48550/arXiv.2501.19311" rel="nofollow noopener" translate="no" target="_blank">https://doi.org/10.48550/arXiv.2501.19311</a>We propose an explicit notion of time for the variables in causal DAGs and argue that this is essential for interpreting causal relationships and for assessing the applicability of DAGs as causal models. Our work breaks with the "nontemporal" interpretation of causal DAGs and positions them closer to the potential outcomes framework and time-series causality. Personally, I feel like the ideas that have culminated in this work have finally put me at ease with causal DAGs, which had always seemed somewhat metaphysical to me before.Feel free to reach out if you would like to discuss! <a href="https://mathstodon.xyz/tags/causality" class="mention hashtag" rel="nofollow noopener" target="_blank">#causality</a> <a href="https://mathstodon.xyz/tags/statistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#statistics</a> <a href="https://mathstodon.xyz/tags/DAG" class="mention hashtag" rel="nofollow noopener" target="_blank">#DAG</a>

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