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@arXiv_csCL_bot@mastoxiv.page
2026-03-31 10:12:47

EpiScreen: Early Epilepsy Detection from Electronic Health Records with Large Language Models
Shuang Zhou, Kai Yu, Zaifu Zhan, Huixue Zhou, Min Zeng, Feng Xie, Zhiyi Sha, Rui Zhang
arxiv.org/abs/2603.28698 arxiv.org/pdf/2603.28698 arxiv.org/html/2603.28698
arXiv:2603.28698v1 Announce Type: new
Abstract: Epilepsy and psychogenic non-epileptic seizures often present with similar seizure-like manifestations but require fundamentally different management strategies. Misdiagnosis is common and can lead to prolonged diagnostic delays, unnecessary treatments, and substantial patient morbidity. Although prolonged video-electroencephalography is the diagnostic gold standard, its high cost and limited accessibility hinder timely diagnosis. Here, we developed a low-cost, effective approach, EpiScreen, for early epilepsy detection by utilizing routinely collected clinical notes from electronic health records. Through fine-tuning large language models on labeled notes, EpiScreen achieved an AUC of up to 0.875 on the MIMIC-IV dataset and 0.980 on a private cohort of the University of Minnesota. In a clinician-AI collaboration setting, EpiScreen-assisted neurologists outperformed unaided experts by up to 10.9%. Overall, this study demonstrates that EpiScreen supports early epilepsy detection, facilitating timely and cost-effective screening that may reduce diagnostic delays and avoid unnecessary interventions, particularly in resource-limited regions.
toXiv_bot_toot

@kazys@mastodon.social
2026-03-30 18:59:03

Ever hear of Evicore? Well, @evicorehc are parasites, living off the money we pay for our health insurance and, in return, denying our healthcare claims. If you know anybody who works for this company, ostracize them. These are bad people.

@Techmeme@techhub.social
2026-02-01 09:05:38

A look at China's "genius class" system that selects ~100K gifted teens annually for elite science-focused schooling; its alumni include many top tech founders (Zijing Wu/Financial Times)

@memeorandum@universeodon.com
2026-04-29 15:25:45

Supreme Court Eviscerates The Voting Rights Act (Paul Blumenthal/HuffPost)
huffpost.com/entry/supreme-cou
memeorandum.com/260429/p64#a26

@kexpmusicbot@mastodonapp.uk
2026-04-29 00:11:07

🇺🇦 #NowPlaying on KEXP's #DriveTime
Packaging:
🎵 Running Through the Airport
#Packaging
packaging.bandcamp.com/track/r
open.spotify.com/track/2EyPQrB

@Kingu@sakurajima.moe
2026-04-29 11:43:26

They Dated Steadily

@ErikJonker@mastodon.social
2026-03-30 09:22:17

Als we onafhankelijk willen worden van BigTech hebben we in Europa meer datacenters nodig, niet minder.
#EU #datacenters #bigtech

@krone@frawas.de
2026-02-27 18:35:30

Alarmierende Vorgänge - „Wer ausreisen will, sollte dies HEUTE tun!“ #News #Nachrichten

@presseportal_pol_NDS@frawas.de
2026-04-26 10:26:53

POL-EL: Geeste - 17 Personen wegen beschädigter Gasleitung evakuiert Geeste (ots) - Gestern Nachmittag zwischen 15:15 Uhr und 16:30 Uhr kam es in der Hedwigstraße in Geeste zu einem Feuerwehreinsatz mit Evakuierung. Denn im Zuge des Aufstellens von Masten für den Straßenschmuck eines bevorstehenden Schützenfestes ...

@Techmeme@techhub.social
2026-04-29 10:26:59

Indonesia sentences eFishery founder Gibran Huzaifah to nine years in prison, concluding a $300M scandal that destroyed one of Southeast Asia's top startups (Bloomberg)
bloomberg.com/news/articles/20