Certainty-weighted recognition memory: Potential applications for early detection and metacognition

BackgroundMemory loss is a core feature of typical Alzheimer's disease (AD) and amnestic mild cognitive impairment (aMCI). Standard memory tests such as word lists assess verbal episodic memory with delayed recall and recognition. However, actual memory fidelity is likely variable, continuous, and has a subjective component.ObjectiveWe investigated dual-processing models of episodic memory (recollection versus familiarity) using confidence ratings in a "judgment of knowing" paradigm (JOK).MethodsThis paradigm was applied to the Consortium to Establish a Registry for Alzheimer's Disease (CERAD) memory test as part of neuropsychological evaluation at University of Pittsburgh Alzheimer's Disease Research Center (ADRC), to generate novel indices of memory function to improve sensitivity to early memory problems and provide a memory awareness metric. On recognition testing, participants rated how sure they were of their yes/no responses to each item. We derived novel variables related to memory and metacognition, including an Accuracy-Certainty Index and the Relative Certainty Index.ResultsIn this sample of 347 participants (185 with AD, 55 with MCI, 111 cognitively unimpaired), CERAD Delayed Recall was the best single variable for discriminating groups, although multiple certainty variables also discriminated groups well.ConclusionsThe addition of certainty indices to a standard verbal memory task increased discriminative power between groups, particularly between cognitively normal controls and MCI or AD.

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Publication Details

Journal
Journal of Alzheimer s Disease
Published
2026-01-13
DOI
https://doi.org/10.1177/13872877251406623
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
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article

Certainty-weighted recognition memory: Potential applications for early detection and metacognition

J. S. Bateman, M Harris, J. Sabine Becker, Marissa A. Gogniat et al.
Journal of Alzheimer s Disease
Dementia and Cognitive Impairment Research
article

Certainty-weighted recognition memory: Potential applications for early detection and metacognition

J. S. Bateman, M Harris, J. Sabine Becker, Marissa A. Gogniat, Oscar L. Lopez, C. Elizabeth Shaaban, Beth Snitz, Steven T. DeKosky
article en

Abstract

BackgroundMemory loss is a core feature of typical Alzheimer's disease (AD) and amnestic mild cognitive impairment (aMCI). Standard memory tests such as word lists assess verbal episodic memory with delayed recall and recognition. However, actual memory fidelity is likely variable, continuous, and has a subjective component.ObjectiveWe investigated dual-processing models of episodic memory (recollection versus familiarity) using confidence ratings in a "judgment of knowing" paradigm (JOK).MethodsThis paradigm was applied to the Consortium to Establish a Registry for Alzheimer's Disease (CERAD) memory test as part of neuropsychological evaluation at University of Pittsburgh Alzheimer's Disease Research Center (ADRC), to generate novel indices of memory function to improve sensitivity to early memory problems and provide a memory awareness metric. On recognition testing, participants rated how sure they were of their yes/no responses to each item. We derived novel variables related to memory and metacognition, including an Accuracy-Certainty Index and the Relative Certainty Index.ResultsIn this sample of 347 participants (185 with AD, 55 with MCI, 111 cognitively unimpaired), CERAD Delayed Recall was the best single variable for discriminating groups, although multiple certainty variables also discriminated groups well.ConclusionsThe addition of certainty indices to a standard verbal memory task increased discriminative power between groups, particularly between cognitively normal controls and MCI or AD.

Journal of Alzheimer s DiseaseVol. 109(3)
University of North Carolina at Chapel Hill (US), University of Pittsburgh (US), University of Florida (US), Health Promotion Services (US), Wake Forest University (US)
Reduced inequalities
Openalex Percentile: Top 90%
Dementia and Cognitive Impairment Research
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Certainty-weighted recognition memory: Potential applications for early detection and metacognition — J. S. Bateman, M Harris, et al. · Journal of Alzheimer s Disease (2026) | TGRS Research Map | TGRS