e-ISSN: Pending
Negative / Null Result ReportOpen accessMedicine

Pipeline evaluation of a state-of-the-art AI algorithm for detection of focal cortical dysplasia: insights into potential failure sources.

Esmeraldo MA; Chambers S; Kravutske Y; Reis EP; Kasprian G; Geraldo AF; Gatidis S; Soares BP · 2026 · Brain informatics

WASTE classifies this as Negative / Null Result Report · AI classification, approximate

The study found no significant effect — useful as a negative control or null benchmark for your own design.

Abstract (excerpt)

Purpose MELD Graph is a state-of-the-art artificial intelligence (AI) model for automated detection of focal cortical dysplasia (FCD), but its performance remains limited, highlighting the need to investigate which aspects of the pipeline…

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WASTE indexes this work — it does not host or republish it. Failure-type classification is automated and approximate.

Metadata source: Europe PMC · DOI 10.1186/s40708-026-00299-w