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Justice Clarence Thomas, writing for the majority, explained that appellate courts should not substitute their own judgments for the VA’s when it comes to evaluating medical and factual determinations—unless a clear error has been made. While legal issues must be reviewed independently (de novo), factual findings, including the application of the benefit-of-the-doubt rule, are subject to a more limited review for clear mistakes.