Inside the marketplace for vaccine medical exemptions

Frontline Health Advocates provides medical exemption notes—for a fee. What exactly are they selling?

Maybe a client hears about them in the comment section of the Facebook group “Medical Exemption Accepted,” or on the r/unvaccinated forum on Reddit. Maybe it’s through an interview posted on the video-sharing platform Rumble. Or maybe it’s the targeted advertisements on Google: “We do medical exemptions.”

Cassandra Clerkin, a mother in upstate New York, first got in touch with Frontline Health Advocates near the start of the 2024–2025 school year, after hearing they had doctors who would write exemptions from school immunization requirements. One of Clerkin’s children, she said, had suffered seizures after receiving a vaccine. The family didn’t want more shots. But New York has some of the country’s strictest school immunization policies.

Perhaps Frontline could help.

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YouTube denies AI was involved with odd removals of tech tutorials

YouTubers suspect AI is bizarrely removing popular video explainers.

This week, tech content creators began to suspect that AI was making it harder to share some of the most highly sought-after tech tutorials on YouTube, but now YouTube is denying that odd removals were due to automation.

Creators grew alarmed when educational videos that YouTube had allowed for years were suddenly being bizarrely flagged as “dangerous” or “harmful,” with seemingly no way to trigger human review to overturn removals. AI seemed to be running the show, with creators’ appeals seemingly getting denied faster than a human could possibly review them.

Late Friday, a YouTube spokesperson confirmed that videos flagged by Ars have been reinstated, promising that YouTube will take steps to ensure that similar content isn’t removed in the future. But, to creators, it remains unclear why the videos got taken down, as YouTube claimed that both initial enforcement decisions and decisions on appeals were not the result of an automation issue.

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