MAGA X Accounts Accused of 'Manufacturing' James Talarico's Hospital Scandal With 605 Copy-Paste Posts

An Ohio hospital and Talarico denied claims that he received mental health treatment there

A false claim that Texas Democratic Senate candidate James Talarico had been admitted to an Ohio psychiatric hospital spread across MAGA-aligned X accounts, with hundreds of near-identical posts helping fuel millions of views before the facility publicly denied the allegation.

An analysis by X researcher Louis Riel (@theGhostOfRiel) identified 605 copied or nearly identical posts among approximately 14,000 examined, raising questions about how the hospital rumour gained traction. Riel's findings suggest that a relatively small cluster of accounts drove much of the initial attention, although deliberate coordination has not been independently established.

605 Copycat X Posts Behind James Talarico Rumour

According to Riel, the analysis covered posts published between 8 and 11 October, identifying repeated messaging that appeared across multiple accounts within unusually short periods. One account allegedly published the same message 83 times in under two hours, while another copied 21 of its 23 posts about Talarico from other users.

Watch MAGA X invent a scandal about James Talarico in real time.For four days they teased it and built up to the big day. Paxton called him "missing." Spencer Pratt's "sources" put him in a mental health facility. Then, at 1:05 pm, Nick Sortor posted that an Ohio mental hospital "confirms" Talarico was discharged.50 accounts pushed the claim within 20 minutes. Those posts have 9.3 million views.The white dots are copy-pasted posts. There are 605 of them. One account posted the same text 83 times in under 2 hours.The hospital says Talarico never received treatment there. Talarico says he's never even been to Ohio.This story eventually even made it to MSM. This is MAGA manufacturing an alternative reality in real time.Full breakdown with the data here: https://t.co/4ya0qvi14bI pay for this data myself. If you want more of these, support links are in my bio.@jamestalarico @TeamTalaricoHQ @krassenstein
— Louis Riel (@theGhostOfRiel) October 12, 2026

How MAGA hallucinations became realI pay for the data behind these myself and it take a lot of time and effort to analyze and create these graphics. If you want more of them, SUPPORT LINKS ARE IN BIOAt 1:05 p.m. on Oct 11, Nick Sortor posted that an Ohio mental hospital “CONFIRMS” James Talarico was discharged. That evening the hospital said Talarico never received treatment there. Talarico says he's never even been to Ohio. Rhein Amacher, who made the recorded call, posted that he made up a verification code to get past the front desk.This story occurred over several days. Ken Paxton called Talarico “missing” on Oct 7. Sara Gonzales teased “unverified information” that would “END his campaign” on Oct 8. On Oct 9, Spencer Pratt said his sources put Talarico in a mental health facility, and a handful of accounts pasted near-identical “credible sources are leaking” posts. At 7:50 a.m. on the 11th, Sortor gave Talarico a deadline, “let us know by 1pm ET today.”The earlier pushes never fully took off, and acted more as a booster for the posts that came later. Pratt's post got 6.4 million views, but only about 60 accounts posted about the story in the hour after it. Caroline Wren's private-plane theory the next day drew about 40. Before the 11th, the story never topped 80 posts an hour. In the first hour after Sortor's post, 267 accounts posted about it, and by 3 p.m. it was running at almost 500 posts an hour.The first chart counts each account only once, at its first post about the story. Nothing they posted after that is counted, so it shows who started this and how far those first posts went. The first wave carried the whole thing. Sortor's post and the posts that followed in the next 12 minutes have 9 million views between them. The 55 accounts that joined in the first 20 minutes got 80% of the views in that lane. The other lines never came close. “He lied and covered it up,” the line Elon Musk and Richard Grenell pushed, got about 2 million views across 100 accounts. “He was in an Ohio mental hospital” got about 2 million across 132.The pushback grew the opposite way, the way a real response does. It started small and kept building all afternoon and evening, with 12 to 46 new accounts joining every hour from 1 p.m. to 10 p.m. Leave out the three biggest posts, which were the hospital's statement, Talarico's reply and Ed Krassenstein's own call to the hospital, and regular accounts pushing back still reached 6 million views. The claim had nearly 90% of its views by 2 p.m. and barely grew after that. By the end of the night, the pushback had more views than the claim, 13 million to 11.4 million.The second chart is the inorganic behavior, and it covers Oct 8 to 11, not just the day of the "exclusive". Sortor's headline was reposted word for word, or nearly, by 18 other accounts, half of them with under 1,000 followers. Caroline Wren's private-plane post was copied by 14. Four accounts posted the same Eric Daugherty post within 74 seconds of each other. Four more posted the same MAGAVoice line within 54 seconds, four hours after it first went up. Some accounts barely post anything of their own. One copied 21 of its 23 posts about Talarico from other accounts, another 11 of 11. And the spammers flooded the replies. One pasted the same reply 85 times in about two hours, another 15 times in 10 minutes.Views are each post's total as of early Oct 12. A copy means word for word or at least 90% the same as an earlier post.I pulled and analyzed about 14,000 posts for this. Sharing it helps more than anything, and if you want to chip in so I can keep doing this, the links are in my bio. It goes a long way.
— Louis Riel (@theGhostOfRiel) October 12, 2026

Riel also identified four accounts sharing identical messaging within 74 seconds, alongside 18 accounts that reproduced conservative commentator Nick Sortor's hospital-related claim. The researcher classified posts as copies when their wording matched earlier messages exactly or showed at least 90% similarity.

These findings document extensive repetition but do not independently establish whether the accounts were operating under central direction.

Sortor's James Talarico Hospital Claim Sparks X Frenzy

The controversy intensified on 11 October when Sortor published a post claiming that an Ohio mental health facility had confirmed Talarico's discharge. Sortor shared an audio recording purportedly supporting the allegation, which subsequently attracted millions of views.

According to Riel, posts published within the first 12 minutes of Sortor's announcement accumulated approximately nine million views. His analysis found that 55 accounts joining the discussion within 20 minutes generated roughly 80% of the views associated with that initial narrative.

Within the first hour, 267 accounts had posted about the allegation. By 3pm, activity was approaching 500 posts per hour.

Paxton and Pratt Fuel Earlier Talarico Speculation

The hospital rumour followed several days of speculation surrounding Talarico's absence from public campaign appearances. Texas Attorney General Ken Paxton, his Republican Senate opponent, had described Talarico as 'missing' and demanded proof of his whereabouts.

On 9 October, former reality television personality Spencer Pratt claimed unnamed sources had placed Talarico in a mental health facility. Caroline Wren subsequently circulated private aircraft tracking information suggesting a possible connection to Ohio, without providing evidence linking the flight to Talarico. The earlier allegations preceded Sortor's viral post, according to Riel's timeline.

Ohio Hospital Denies Talarico Treatment Claims

The Lindner Center of Hope in Mason, Ohio, publicly rejected the allegation on 11 October, stating that Talarico had never received treatment there. Talarico also denied the claims, saying he had never visited Ohio and had instead been recovering from influenza at home in Austin.

Independent fact-checking found that his documented public appearances in Texas contradicted the alleged hospitalisation timeline.

Riel's analysis found that posts challenging the allegation eventually accumulated approximately 13 million views, compared with 11.4 million for posts promoting it, based on figures collected by early 12 October. The figures represent cumulative post views rather than unique individuals, while the researcher's findings concerning copycat activity remain independently unverified.