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Updated: Jan 7, 2026

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
Clinical Manifestations
Kathleen Hall1, Michael Blank1, Kristin Geraci1
1Neurobehavioral Systems, Inc, Berkeley, CA, USA.
Background:
Logical memory (story recall) tasks are frequently used to assess episodic memory and language abilities in older participants to assist in detecting mild cognitive impairment (MCI) and Alzheimer's disease (AD), [1]. Here we describe a logical memory encoding and recall (LM) task from the California Cognitive Assessment Battery (CCAB) [2]. Administration and scoring of this task is automated, and allows for the automatic extraction of speech and language biomarkers (SLBs).
Method:
PARTICIPANTS: 772 participants (55% female, 66.5 ± 8.5 years) completed the CCAB logical memory task in their homes during normative data collection. Participants underwent two days of identical testing.
Technology:
CCAB LM administration is fully automated, with instructions delivered using text-to-speech and responses transcribed and timestamped using consensus automatic speech recognition (CASR). Participants are remotely monitored through the CCAB browser-based interface, which provides an A/V feed and videochat capabilities. Acoustic and phonetic measures are quantified from high quality (48 kHz, 24-bit) recordings obtained with a head-mounted microphone while linguistic SLBs were quantified from CASR generated transcripts. TASK: Participants heard a novel story, and were then asked to immediately recall the story followed, with delayed recall occurring ∼30 min later. Responses were automatically scored for total match count against a scoring set of 49 keyword elements.
Result:
Analysis of immediate and delayed recall of the LM tasks revealed excellent test-retest values for total match count (r = .77 and r = .79, respectively) with significant effects of vocabulary***, age***, gender**, education**, and race* on both immediate and delayed recall. SLBs such as speech rate and pause ratio showed good reliability (r = .61, r = .58). and significant correlations (r = .32***, r = .42***) with delayed recall performance.
Conclusion:
The CCAB's logical memory tasks provide automated objective analysis of recall performance and SLBs to assess episodic verbal memory and communication abilities in older adults. References [1] Wechsler, D. (1945). Wechsler memory scale. [2] Woods, D., Pebler, P., Johnson, D. K., Herron, T., Hall, K., Blank, M., … Baldo, J. (2024). The California Cognitive Assessment Battery (CCAB). Frontiers in Human Neuroscience, 17, 1305529.
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