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Titel:

Identification of causal effects of neuroanatomy on cognitive decline requires modeling unobserved confounders.

Dokumenttyp:
Journal Article
Autor(en):
Pölsterl, Sebastian; Wachinger, Christian
Abstract:
INTRODUCTION: Carrying out a randomized controlled trial to estimate the causal effects of regional brain atrophy due to Alzheimer's disease (AD) is impossible. Instead, we must estimate causal effects from observational data. However, this generally requires knowing and having recorded all confounders, which is often unrealistic. METHODS: We provide an approach that leverages the dependencies among multiple neuroanatomical measures to estimate causal effects from observational neuroimaging data...     »
Zeitschriftentitel:
Alzheimers Dement
Jahr:
2023
Band / Volume:
19
Heft / Issue:
5
Seitenangaben Beitrag:
1994-2005
Volltext / DOI:
doi:10.1002/alz.12825
PubMed:
http://view.ncbi.nlm.nih.gov/pubmed/36419215
Print-ISSN:
1552-5260
TUM Einrichtung:
Institut für Diagnostische und Interventionelle Radiologie
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