AI Freaky Facts: The AI Documentary

AI Decided You Could Wait: ER Triage Algorithms [41]

24 min · 12. Mai 2026
Episode AI Decided You Could Wait: ER Triage Algorithms [41] Cover

Beschreibung

AI is already deciding who gets seen first in emergency rooms, and who waits. Across hundreds of hospitals, triage algorithms have missed real sepsis cases, under‑referred Black patients, and blocked chronic pain prescriptions with no appeal. As transparency rules are rolled back, who is accountable when artificial intelligence systems quietly decide you can wait? Episode notes at: https://aifreakyfacts.com/stories/ Topics Covered: AI in healthcare, clinical AI, AI triage algorithms, emergency department AI, algorithmic bias, healthcare algorithm failures, sepsis prediction models, Epic sepsis algorithm, Optum risk scoring, NarxCare opioid scoring, AI patient safety, clinical decision support, FDA AI regulation, algorithmic transparency, model cards, healthcare rationing, kidney transplant race correction, women’s heart attack symptoms, PATCHS NHS, AI accountability, AI Freaky Facts References: 1. National Policy to Remedy Harms of Race-Based Kidney Function Estimation Associated with Increased Transplants for Black Patients (March 2026) https://www.massgeneralbrigham.org/en/about/newsroom/press-releases/national-policy-associated-with-increased-kidney-transplants-for-black-patients 2. Research Identifies Blind Spots in AI Medical Triage (February 2026) https://www.mountsinai.org/about/newsroom/2026/research-identifies-blind-spots-in-ai-medical-triage 3. Uncovering Latent Bias in LLM-Based Emergency Department Triage Through Proxy Variables (January 2026) https://arxiv.org/pdf/2601.15306 4. When algorithms deny care: bias in healthcare AI (2025 review) https://knowledge.responsibleailabs.ai/knowledge-hub/healthcare/healthcare-ai-bias 5. Artificial intelligence in emergency department triage: perspective of human professionals (January 2026) https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12816261/ 6. AI-powered triage 2026: how emergency departments are using machine learning (March 2026) https://www.iatrox.com/blog/ai-powered-triage-2026-emergency-departments-machine-learning 7. Dissecting racial bias in an algorithm used to manage the health of populations (2019) https://pubmed.ncbi.nlm.nih.gov/31649194/ 8. External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients (2021) https://pmc.ncbi.nlm.nih.gov/articles/PMC8218233/ 9. Artificial Intelligence May Influence Whether You Can Get Pain Medication (2023) https://kffhealthnews.org/news/artificial-intelligence-pain-medication-narx-score/ 10. Inside the bruising battle to purge race from a kidney disease calculator (2024) https://www.statnews.com/2024/09/05/embedded-bias-part-3-kidney-disease-egfr-blood-test-racial-bias-kidney-transplant-list/ Music Credits: 1. "Dark Tension Atmosphere" (Universfield) https://pixabay.com/music/ambient-dark-tension-atmosphere-516336/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 2. "Dark Ambient Emotions Music" (DeusLower) https://pixabay.com/music/mystery-dark-ambient-emotions-music-259996/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 3. "Background Ambient Documentary" (AKTASOK) https://pixabay.com/music/corporate-background-ambient-documentary-173954/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 4. "Soft Predictions" (alanajordan) https://pixabay.com/music/pop-soft-predictions-513087/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ This podcast is narrated by the host's own voice, powered by AI.

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45 Folgen

Episode AI Rewired the Teenage Brain: The Algorithm Nobody Sees [45] Cover

AI Rewired the Teenage Brain: The Algorithm Nobody Sees [45]

AI algorithms are profiling the emotional vulnerabilities of teenagers and using them to maximize engagement. Amnesty International found that TikTok AI served suicidal content to teen test accounts within forty five minutes. A French family says an AI recommendation algorithm pushed their daughter toward suicide. Australia became the first country to ban social media for under sixteens. What is artificial intelligence doing to the teenage brain, and can regulation keep up? Episode notes at: https://aifreakyfacts.com/stories/ Topics Covered: AI algorithms, AI and teens, AI mental health, TikTok algorithm, TikTok suicide content, TikTok rabbit holes, YouTube algorithm, harmful algorithms, teen social media harm, Australia social media ban, EU Digital Services Act, TikTok investigation, adolescent AI research, algorithm safety References: 1. TikTok Still Steering Vulnerable Children and Young People Towards Depressive and Suicidal Content. https://www.amnesty.org/en/latest/news/2025/10/tiktok-steering-children-towards-depressive-and-suicidal-content/ 2. Dragged into the Rabbit Hole: New Evidence of TikTok's Risks to Children's Mental Health. https://www.amnestyusa.org/reports/dragged-into-the-rabbit-hole-new-evidence-of-tiktoks-risks-to-childrens-mental-health/ 3. Paris Prosecutor's Office Investigates TikTok Over Youth Suicide Content. https://www.ctvnews.ca/sci-tech/article/paris-prosecutors-office-investigates-tiktok-over-youth-suicide-content/ 4. New Study Could Show How TikTok's Algorithm Affects Youth Mental Health. https://news.gatech.edu/news/2026/02/24/new-study-could-show-how-tiktoks-algorithm-affects-youth-mental-health 5. Social Media Ban for Children Under 16 Starts in Australia. https://www.npr.org/2025/12/10/nx-s1-5639694/social-media-ban-children-australia 6. Australia Is Trying to Enforce the First Teen Social Media Ban. Governments Worldwide Are Watching. https://www.cnbc.com/2025/12/10/australia-16-year-old-teens-ban-social-media-policy-law-ig-tiktok-fb-reddit-youtube-snapchat.html 7. Social Media Age Restrictions. https://www.esafety.gov.au/about-us/industry-regulation/social-media-age-restrictions 8. Algorithmic Content Recommendations on a Video-Sharing Platform Used by Children. https://pmc.ncbi.nlm.nih.gov/articles/PMC11137630/ 9. Social Media and Youth Mental Health: Does More Use Always Mean More Harm? https://medicine.yale.edu/news-article/social-media-and-youth-mental-health/ 10. Teen Health Info: Screen Time and Social Media. https://www.rch.org.au/teeninfo/fact-sheets/Screen_time_and_social_media/ Music Credits: 1. "Ambient Suspense Atmosphere" (ArctSound) https://pixabay.com/music/ambient-ambient-suspense-atmosphere-117563/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 2. "Dark Ambient Emotions Music" (DeusLower) https://pixabay.com/music/mystery-dark-ambient-emotions-music-259996/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 3. "Background Ambient Documentary" (AKTASOK) https://pixabay.com/music/corporate-background-ambient-documentary-173954/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 4. "Feels Like Drowning" (alanajordan) https://pixabay.com/music/pop-feels-like-drowning-340115/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ This podcast is narrated by the host's own voice, powered by AI.

Gestern23 min
Episode AI Found Your Face in a Crowd: Sold It to the Highest Bidder [44] Cover

AI Found Your Face in a Crowd: Sold It to the Highest Bidder [44]

AI facial recognition has turned your face into a product. Clearview AI scraped thirty billion photos without consent to build the largest face database in history. Retailers are scanning shoppers without disclosure. Meta has paid more than two billion dollars in settlements for capturing facial geometry without permission. Steve Atwal investigates how your biometric data is being collected, commodified, and sold, and whether the law can catch up before your face belongs to someone else - in a world where artificial intelligence is accelerating a new era of AI surveillance. Episode notes at: https://aifreakyfacts.com/stories/ Topics Covered: Clearview AI scraping, Retail facial recognition, Clearview equity settlement, Meta biometric settlements, Illinois BIPA law, Racial bias in algorithms, International biometric fines, Privacy preserving facial recognition, City level facial recognition bans References: 1. Clearview AI Has Scraped More Than 30 Billion Photos from Social Media. https://petapixel.com/2023/03/29/clearview-ai-has-scraped-more-than-30-billion-photos-from-social-media/ 2. A First in BIPA Litigation: Class Members Receive Equity in Clearview AI. https://natlawreview.com/article/first-bipa-litigation-class-members-receive-equity-clearview-ai 3. Court Approves Equity-Based Settlement in Clearview AI Facial Recognition Class Action. https://lawreview.law.miami.edu/take-it-at-face-value-court-approves-equity-based-settlement-in-clearview-ai-facial-recognition-class-action/ 4. Meta Agrees to $1.4 Billion Settlement in Texas Biometric Data Lawsuit. https://www.cnbc.com/2024/07/30/meta-agrees-to-1point4-billion-settlement-in-texas-biometric-data-lawsuit.html 5. Meta Settles Texas Biometric Data Lawsuit for Record $1.4 Billion. https://www.hunton.com/privacy-and-cybersecurity-law-blog/meta-settles-texas-biometric-data-lawsuit-for-record-1-4-billion 6. Wegmans Using Facial Recognition Technology in Some Stores. https://www.grocerydive.com/news/wegmans-facial-recognition-biometrics-grocery-new-york-city/808857/ 7. Wegmans Is Scanning Your Face at Some Stores. It Is Not the Only Company. https://krdo.com/news/2026/01/12/wegmans-is-scanning-your-face-at-some-stores-its-not-the-only-company/ 8. Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification. https://proceedings.mlr.press/v81/buolamwini18a.html 9. Study Finds Gender and Skin-Type Bias in Commercial Artificial Intelligence Systems. https://news.mit.edu/2018/study-finds-gender-skin-type-bias-artificial-intelligence-systems-0212 10. 2025 State Biometric Privacy Law Tracker. https://www.huschblackwell.com/2025-state-biometric-privacy-law-tracker Music Credits: 1. "Restrained Focus" (CFL_TurningPages) https://pixabay.com/music/ambient-restrained-focus-528254/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 2. "Dark Ambient Emotions Music" (DeusLower) https://pixabay.com/music/mystery-dark-ambient-emotions-music-259996/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 3. "Background Ambient Documentary" (AKTASOK) https://pixabay.com/music/corporate-background-ambient-documentary-173954/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 4. "Future Tense" (alanajordan) https://pixabay.com/music/pop-future-tense-512447/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ This podcast is narrated by the host's own voice, powered by AI.

3. Juni 202626 min
Episode AI Translation Failures: Lying in Both Languages [43] Cover

AI Translation Failures: Lying in Both Languages [43]

AI translation tools are making life-altering mistakes in asylum interviews, hospitals, and courtrooms, and the people harmed rarely know it happened. A woman fleeing abuse was denied asylum when an app mistranslated "father" as "boss." A Syrian mother underwent surgery without informed consent. A BBC investigation linked mistranslation to more than eighty infant deaths in UK hospitals. Steve Atwal investigates how artificial intelligence is lying in both languages, and what it will take to make it stop. Episode notes at: https://aifreakyfacts.com/stories/ Topics Covered: AI translation errors, machine translation risks, AI language failures, asylum interview mistranslation, medical mistranslation risks, courtroom AI interpretation, CBP One app failures, low resource language bias, neural machine translation limits, human vs machine translation, AI governance in healthcare, legal accountability gaps, cultural context in language, community translation initiatives, AI ethics, AI Freaky Facts, Steve Atwal, AI podcast References: 1. In a High Stakes Environment, AI Is Failing Asylum Seekers. https://www.lowyinstitute.org/the-interpreter/high-stakes-environment-ai-failing-asylum-seekers 2. Lost in AI Mistranslation: LLMs Put to the Test in Arabic, Farsi, Pashto and Kurdish. https://respondcrisistranslation.org/en/blog/2025-0915-lost-in-ai-mistranslation-llms-put-to-the-test 3. AI Translation Is Replacing Interpreters in GP Care: Here Is Why That Is Troubling. https://theconversation.com/ai-translation-is-replacing-interpreters-in-gp-care-heres-why-thats-troubling-271639 4. The Cruellest Language Barrier: How AI Translation Is Letting Down Asylum Seekers. https://westcountryvoices.co.uk/the-cruellest-language-barrier-how-ai-translation-is-letting-down-asylum-seekers/ 5. How Language Translation Technology Is Jeopardizing Afghan Asylum Seekers. https://www.pbs.org/newshour/show/how-language-translation-technology-is-jeopardizing-afghan-asylum-seekers 6. CBP One App Language Errors Create Barriers for Asylum Seekers. https://respondcrisistranslation.org/en/blog/cbp-ones-obscene-language-errors-create-more-barriers-for-asylum-seekers 7. Why Medical AI Translation Validation Should Be Different. https://slator.com/medical-ai-translation-validation/ 8. Think AI Should Replace Interpreters? Think Again. https://www.atanet.org/advocacy-outreach/think-ai-should-replace-interpreters-think-again/ 9. AI Translation Error: Supreme Court Judge Says "Leave Granted" Became "Holiday Approved" https://www.moneylife.in/article/flip-side-of-ai-translation-supreme-court-judge-says-leave-granted-became-chhutti-sweekaar/74899.html 10. AI, Machine Translation, and Access to Justice. https://justiceinnovation.law.stanford.edu/ai-machine-translation-and-access-to-justice Music Credits: 1. "Air And Light (Ambient Documentary Piano)" (AlexGrohl) https://pixabay.com/music/ambient-air-and-light-ambient-documentary-piano-460677/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 2. "Dark Ambient Emotions Music" (DeusLower) https://pixabay.com/music/mystery-dark-ambient-emotions-music-259996/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 3. "Background Ambient Documentary" (AKTASOK) https://pixabay.com/music/corporate-background-ambient-documentary-173954/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 4. "You Wouldn't Understand" (alanajordan) https://pixabay.com/music/pop-you-wouldnx27t-understand-410162/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ This podcast is narrated by the host's own voice, powered by AI.

26. Mai 202625 min
Episode AI Is Watching You Work: The Bossware Takeover [42] Cover

AI Is Watching You Work: The Bossware Takeover [42]

AI bossware is logging your keystrokes, screenshots, and activity, often without your knowledge. Steve Atwal investigates how workplace surveillance spread from banks to warehouses, why monitored workers quit at nearly double the rate, and why the smartest companies are choosing trust over tracking. Will workers inside these systems demand something better before artificial intelligence algorithms decide that asking the question is a red flag? Episode notes at: https://aifreakyfacts.com/stories/ Topics Covered: bossware, AI employee monitoring, workplace surveillance, keystroke logging, screenshot monitoring, webcam tracking, algorithmic management, Amazon warehouse surveillance, Microsoft Viva Insights, GDPR workplace, worker privacy rights, remote work monitoring, employee productivity tracking, H and M data fine, labor law AI, AI ethics, AI Freaky Facts, Steve Atwal, AI podcast References: 1. When Bossware Manages Workers: A Policy Agenda to Stop Digital Surveillance and Automated Decision System Abuses https://www.nelp.org/insights-research/when-bossware-manages-workers-digital-surveillance-automated-decision-system-abuses/ 2. Bossware 2026: 78% of Employers Spy on Workers https://stateofsurveillance.org/articles/corporate/workplace-surveillance-bossware/ 3. Employee Monitoring Statistics in the US (2024–2025) https://high5test.com/employee-monitoring-statistics/ 4. Understanding Employee Monitoring Software and the Rise of Workplace Bossware in 2026 https://www.softwareseni.com/understanding-employee-monitoring-software-and-the-rise-of-workplace-bossware-in-2026/ 5. Microsoft's New Workplace Tracking Tools Spark New Privacy Debate https://winbuzzer.com/2025/10/23/microsofts-new-workplace-tracking-tools-spark-new-privacy-debate-xcxwbn/ 6. Amazon Uses Arsenal of AI Weapons Against Workers https://prospect.org/labor/2025-03-13-amazon-uses-arsenal-of-ai-weapons-against-workers/ 7. Amazon's Algorithmic Management of Warehouse Workers Slated https://www.theregister.com/2025/03/18/amazon_algorithmic_worker_management/ 8. How AI-Enabled Bossware Is Being Used to Track and Evaluate Your Work https://www.computerworld.com/article/3843213/how-ai-enabled-bossware-is-being-used-to-track-and-evaluate-your-work.html 9. Warning: Bossware May Be Hazardous to Your Health https://cdt.org/insights/report-warning-bossware-may-be-hazardous-to-your-health/ 10. H&M Receives Record-Breaking Fine for Employee Surveillance in Violation of the GDPR https://www.insideprivacy.com/eu-data-protection/hm-receives-record-breaking-fine-for-employee-surveillance-in-violation-of-the-gdpr/ Music Credits: 1. "Tension" (The_Mountain) https://pixabay.com/music/beautiful-plays-tension-443584/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 2. "Dark Ambient Emotions Music" (DeusLower) https://pixabay.com/music/mystery-dark-ambient-emotions-music-259996/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 3. "Background Ambient Documentary" (AKTASOK) https://pixabay.com/music/corporate-background-ambient-documentary-173954/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 4. "In Your Mind" (alanajordan) https://pixabay.com/music/alternative-hip-hop-in-your-mind-489391/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ This podcast is narrated by the host's own voice, powered by AI.

20. Mai 202628 min
Episode AI Decided You Could Wait: ER Triage Algorithms [41] Cover

AI Decided You Could Wait: ER Triage Algorithms [41]

AI is already deciding who gets seen first in emergency rooms, and who waits. Across hundreds of hospitals, triage algorithms have missed real sepsis cases, under‑referred Black patients, and blocked chronic pain prescriptions with no appeal. As transparency rules are rolled back, who is accountable when artificial intelligence systems quietly decide you can wait? Episode notes at: https://aifreakyfacts.com/stories/ Topics Covered: AI in healthcare, clinical AI, AI triage algorithms, emergency department AI, algorithmic bias, healthcare algorithm failures, sepsis prediction models, Epic sepsis algorithm, Optum risk scoring, NarxCare opioid scoring, AI patient safety, clinical decision support, FDA AI regulation, algorithmic transparency, model cards, healthcare rationing, kidney transplant race correction, women’s heart attack symptoms, PATCHS NHS, AI accountability, AI Freaky Facts References: 1. National Policy to Remedy Harms of Race-Based Kidney Function Estimation Associated with Increased Transplants for Black Patients (March 2026) https://www.massgeneralbrigham.org/en/about/newsroom/press-releases/national-policy-associated-with-increased-kidney-transplants-for-black-patients 2. Research Identifies Blind Spots in AI Medical Triage (February 2026) https://www.mountsinai.org/about/newsroom/2026/research-identifies-blind-spots-in-ai-medical-triage 3. Uncovering Latent Bias in LLM-Based Emergency Department Triage Through Proxy Variables (January 2026) https://arxiv.org/pdf/2601.15306 4. When algorithms deny care: bias in healthcare AI (2025 review) https://knowledge.responsibleailabs.ai/knowledge-hub/healthcare/healthcare-ai-bias 5. Artificial intelligence in emergency department triage: perspective of human professionals (January 2026) https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12816261/ 6. AI-powered triage 2026: how emergency departments are using machine learning (March 2026) https://www.iatrox.com/blog/ai-powered-triage-2026-emergency-departments-machine-learning 7. Dissecting racial bias in an algorithm used to manage the health of populations (2019) https://pubmed.ncbi.nlm.nih.gov/31649194/ 8. External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients (2021) https://pmc.ncbi.nlm.nih.gov/articles/PMC8218233/ 9. Artificial Intelligence May Influence Whether You Can Get Pain Medication (2023) https://kffhealthnews.org/news/artificial-intelligence-pain-medication-narx-score/ 10. Inside the bruising battle to purge race from a kidney disease calculator (2024) https://www.statnews.com/2024/09/05/embedded-bias-part-3-kidney-disease-egfr-blood-test-racial-bias-kidney-transplant-list/ Music Credits: 1. "Dark Tension Atmosphere" (Universfield) https://pixabay.com/music/ambient-dark-tension-atmosphere-516336/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 2. "Dark Ambient Emotions Music" (DeusLower) https://pixabay.com/music/mystery-dark-ambient-emotions-music-259996/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 3. "Background Ambient Documentary" (AKTASOK) https://pixabay.com/music/corporate-background-ambient-documentary-173954/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ 4. "Soft Predictions" (alanajordan) https://pixabay.com/music/pop-soft-predictions-513087/ Free for use under the Pixabay license - https://pixabay.com/service/license-summary/ This podcast is narrated by the host's own voice, powered by AI.

12. Mai 202624 min