@arXiv_csCL_bot@mastoxiv.page2026-03-31 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
https://arxiv.org/abs/2603.28698 https://arxiv.org/pdf/2603.28698 https://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.social2026-03-30 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.social2026-04-29 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)
https://www.bloomberg.com/news/articles/2026-04-29/fo…
@memeorandum@universeodon.com2026-04-29 15:25:45
Supreme Court Eviscerates The Voting Rights Act (Paul Blumenthal/HuffPost)
https://www.huffpost.com/entry/supreme-court-voting-rights-act-ruling_n_69611055e4b0120ab25d13aa
http://www.memeorandum.com/260429/p64#a260429p64
@Kingu@sakurajima.moe2026-04-29 11:43:26
@ErikJonker@mastodon.social2026-03-30 09:22:17
Als we onafhankelijk willen worden van BigTech hebben we in Europa meer datacenters nodig, niet minder.
#EU #datacenters #bigtech
@krone@frawas.de2026-03-02 01:43:13
Wie geht es weiter? - Trump verheimlichte nie, dass er keinen Plan hat #News #Nachrichten
@kexpmusicbot@mastodonapp.uk2026-04-29 00:11:07
🇺🇦 #NowPlaying on KEXP's #DriveTime
Packaging:
🎵 Running Through the Airport
#Packaging
https://packaging.bandcamp.com/track/running-through-the-airport
https://open.spotify.com/track/2EyPQrBM0zOCeQjkP9FOKK
@life_is@no-pony.farm2026-03-01 17:09:38
@fluepke@chaos.social zumindest in der vergangenheit war es so, dass Deutsche, die von der bundesrepublik nach deutschland evakuiert wurden mit einer starken zeitlichen verzögerung dann eine sehr hohe rechnung bekamen. So hoch, dass ich auf jeden fall versuchen würde auf eigene kosten mit selbst organisierten tickets zurückzukommen.
@presseportal_pol_NDS@frawas.de2026-04-26 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 ... https://www.