Evidence map›Paper›PMID 42229509›Full record

ArticleJournal of neural engineering2026

Multiscale predictive modeling robustly improves the accuracy of pseudo-prospective seizure forecasting in drug-resistant epilepsy.

Gagan Acharya, Erin Conrad, Kathryn A Davis, Erfan Nozari

Abstract read
PubMed Publisher
In one paragraph

Article in Journal of neural engineering, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Gagan AcharyaDepartment of Electrical and Computer Engineering, University of California, Riverside, CA, United States of America.ORCID 0009-0000-7285-0950
Erin ConradDepartment of Neurology, Hospital of the University of Pennsylvania, Philadelphia, PA, United States of America.
Kathryn A DavisDepartment of Neurology, Hospital of the University of Pennsylvania, Philadelphia, PA, United States of America.
Erfan NozariDepartment of Electrical and Computer Engineering, University of California, Riverside, CA, United States of America.ORCID 0000-0002-1981-8959

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Drug Resistant EpilepsyElectrocorticographyElectroencephalographySeizuresFemaleForecastingHumansMalePrediction AlgorithmsPredictive Learning ModelsPredictive Value of TestsProspective Studiesclassificationdrug resistant epilepsydynamical modelingiEEGseizure prediction

Identifiers

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.