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positron96.bsky.social

@positron96.bsky.social
39 followers 20 following 407 posts
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positron96.bsky.social @positron96.bsky.social · 19/08/2026
4. who has authority in governance. They can absolutely fail independently. Our main argument is that when several fail together, the effects compound. I like your model-selection point too. That's probably worth making even more explicit. Thank you for your thoughts!
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positron96.bsky.social @positron96.bsky.social · 19/08/2026
Yes, I think that distinction is important. We try to separate these as different failure points rather than treating "representation" as one thing: 1. who/what is represented in the data, 2. whose outcomes are visible in evaluation, 3. who can identify and contest failures after deployment, and
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positron96.bsky.social @positron96.bsky.social · 15/08/2026
@nouar-dah.bsky.social
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positron96.bsky.social @positron96.bsky.social · 15/08/2026
#ResponsibleAI #AlgortithmicFairness #AIGovernance #AIPolicy #ArtificialIntelligence #InclusiveAI #TrustworthyAI #MachineLearning #DecolonialAI #DataEquity #BigData #DataJustice #AlgorithmicBias #DigitalEquity #AIforGood #SociotechnicalSystems #DataGovernance #AIAccountability #TechPolicy #Algorithm
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positron96.bsky.social @positron96.bsky.social · 15/08/2026
Our paper is out: "AI without representation is just inequity at scale." We argue that representation must be treated as infrastructure across the AI lifecycle, not merely as a dataset property. Would love to hear your thoughts and critiques! #AI #GlobalSouth #AIEthics doi.org/10.3389/frai...
doi.org
Frontiers | AI without representation is just inequity at scale: on the exportation of unrepresentative artificial intelligence models to the Global South
A common assumption in discussions of artificial intelligence (AI) is that increasing demographic representation in training data is sufficient to mitigate b...
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positron96.bsky.social @positron96.bsky.social · 16/12/2025
#LLM #LLMs #LargeLanguageModels #ArtificialIntelligence #AI #ContentModeration #DigitalSafety #TrustAndSafety #AIModeration #NLP #NaturalLanguageProcessing #ModelEvaluation #Benchmarking #AdversarialML #SocialMedia #OnlineHarms #ResponsibleAI
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positron96.bsky.social @positron96.bsky.social · 16/12/2025
Takeaways (continued): * Findings highlight the potential for advanced LLMs to improve content moderation systems across platforms.
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positron96.bsky.social @positron96.bsky.social · 16/12/2025
Takeaways: * LLM-based approaches show high accuracy and low false positives/negatives in detecting toxic content. * We test robustness to adversarial attacks (input perturbations, prompt injections) and observe varying resilience across models.
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positron96.bsky.social @positron96.bsky.social · 16/12/2025
Datasets: X posts, product reviews, and news articles. We benchmark both existing moderation tools (OpenAI moderation model, Llama-Guard-3) and leading LLMs (GPT, Gemini, Claude, Gemma) under normal and adversarial conditions.
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positron96.bsky.social @positron96.bsky.social · 16/12/2025
Recently published: "Guardians of digital safety: benchmarking large language models in the fight against online toxicity" link.springer.com/article/10.1... Here, we evaluate how well modern LLMs detect harmful online content, from hate speech to violence and adult material, across diverse datasets
link.springer.com
Guardians of digital safety: benchmarking large language models in the fight against online toxicity - Journal of Big Data
The extensive spread of harmful content, including hate speech, harassment, violent and adult material across online platforms and media channels poses significant challenges and has raised considerab...
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positron96.bsky.social @positron96.bsky.social · 16/12/2025
@nouar-dah.bsky.social
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positron96.bsky.social @positron96.bsky.social · 16/12/2025
#HealthJustice #EquitableHealth #EquitableHealthcare #AIEthics #EthicsInAI
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positron96.bsky.social @positron96.bsky.social · 16/12/2025
#Health #HealthEquity #PersonalizedMedicine #PrecisionMedicine #Healthcare #Equity #GlobalHealth #HealthPolicy #DigitalHealth #HealthcareInnovation #HealthInnovation #PublicHealth #GlobalSouth #TranslationalMedicine #UniversalHealth #UniversalHealthcare
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positron96.bsky.social @positron96.bsky.social · 16/12/2025
Recently published: "Personalized medicine and health equity: overcoming cost barriers and ethical challenges" link.springer.com/article/10.1... We explore how precision healthcare can transform patient outcomes, and why cost, technology, and ethics matter for equitable access especially in LMICS.
link.springer.com
Personalized medicine and health equity: overcoming cost barriers and ethical challenges - International Journal for Equity in Health
Personalized medicine (PM), which aims to tailor healthcare interventions to individual biological profiles, has emerged as a transformative approach in modern medicine. The rapid advancement of digit...
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positron96.bsky.social @positron96.bsky.social · 23/09/2025
www.researchgate.net/publication/...
researchgate.net
(PDF) Engineering Spatial and Molecular Features from Cellular Niches to Inform Predictions of Inflammatory Bowel Disease
PDF | Differentiating between the two main subtypes of Inflammatory Bowel Disease (IBD): Crohns disease (CD) and ulcerative colitis (UC) is a persistent... | Find, read and cite all the research you n...
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positron96.bsky.social @positron96.bsky.social · 19/09/2025
#Bowel #InflammatoryBowelDisease #ComputationalBiology #QuantitativeBiology #Bioinformatics #BiomedicalInformatics
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positron96.bsky.social @positron96.bsky.social · 19/09/2025
#Gastroenterology #GI #GIResearch #DigestiveHealth #Colitis
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positron96.bsky.social @positron96.bsky.social · 19/09/2025
#SpatialTranscriptomics #SpatialOmics #SpatialBiology #Transcriptomics #SingleCell #IBD #Crohns #UlcerativeColitis #Healthcare #PrecisionMedicine #SystemsBiology #MachineLearning #ArtificialIntelligence #AIinHealthcare #ComputationalPathology #AI
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positron96.bsky.social @positron96.bsky.social · 19/09/2025
Excited to share our new framework combining #SpatialTranscriptomics + #MachineLearning to classify IBD subtypes! By engineering features from niches, we achieved high accuracy and explainability, opening doors to better diagnostics and new insights into disease mechanisms. arxiv.org/abs/2509.09923
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positron96.bsky.social @positron96.bsky.social · 16/08/2025
Hi Sean, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
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positron96.bsky.social @positron96.bsky.social · 16/08/2025
Hi Moises, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
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positron96.bsky.social @positron96.bsky.social · 14/08/2025
Hi Joaquim, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 14/08/2025
Hi Tracey, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 14/08/2025
Hi Stephen, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 14/08/2025
Hi there, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 14/08/2025
Hi Melissa, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 13/08/2025
Hi Tamara, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 13/08/2025
Hi Becky, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 13/08/2025
Hi Alba, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 10/08/2025
Hi Paul, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
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positron96.bsky.social @positron96.bsky.social · 09/08/2025
Hi Joey, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 08/08/2025
Hi Becky, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 04/08/2025
Hi Jennifer, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 04/08/2025
Hi Vanessa, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 03/08/2025
Hi Justin, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. :) www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 02/08/2025
Hi Harald, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 02/08/2025
Hi Laura, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 01/08/2025
Hi there, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 31/07/2025
Hi Ian, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 31/07/2025
Thank you so much!
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positron96.bsky.social @positron96.bsky.social · 31/07/2025
Hi Lyndal, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 29/07/2025
Hi there, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 29/07/2025
Hi Robert, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 29/07/2025
www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 29/07/2025
Oops, I don't know how I forgot to do that. Thanks!
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positron96.bsky.social @positron96.bsky.social · 29/07/2025
Hi there, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog.
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positron96.bsky.social @positron96.bsky.social · 29/07/2025
Thank you so much!
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positron96.bsky.social @positron96.bsky.social · 28/07/2025
Hi Gary, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 28/07/2025
Hi there, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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positron96.bsky.social @positron96.bsky.social · 28/07/2025
Hi David, my colleague and I wrote this article on why GenAI does not have to undermine education. Please help us share it by reposting to promote dialog. www.frontiersin.org/journals/art...
frontiersin.org
Frontiers | Shaping integrity: why generative artificial intelligence does not have to undermine education
The integration of generative artificial intelligence (GAI) in education has been met with both excitement and concern. According to a 2023 survey by the Wor...
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