Ontology highlight
ABSTRACT:
SUBMITTER: Rosenblatt M
PROVIDER: S-EPMC10382940 | biostudies-literature | 2023 Jul
REPOSITORIES: biostudies-literature
Rosenblatt Matthew M Rodriguez Raimundo X RX Westwater Margaret L ML Dai Wei W Horien Corey C Greene Abigail S AS Constable R Todd RT Noble Stephanie S Scheinost Dustin D
Patterns (New York, N.Y.) 20230515 7
Neuroimaging-based predictive models continue to improve in performance, yet a widely overlooked aspect of these models is "trustworthiness," or robustness to data manipulations. High trustworthiness is imperative for researchers to have confidence in their findings and interpretations. In this work, we used functional connectomes to explore how minor data manipulations influence machine learning predictions. These manipulations included a method to falsely enhance prediction performance and adv ...[more]