Differences in the Content and Coherence of Autobiographical Memories Between Younger and Older Adults: Insights From Text Analysis

被引:5
|
作者
Sheldon, Signy [1 ]
Sheldon, Jay [1 ]
Zhang, Shirley [1 ]
Setton, Roni [2 ]
Turner, Gary R. [3 ]
Spreng, R. Nathan [1 ,4 ,5 ,6 ]
Grilli, Matthew D. [7 ,8 ]
机构
[1] McGill Univ, Dept Psychol, Montreal, PQ, Canada
[2] Harvard Univ, Dept Psychol, Cambridge, MA 02138 USA
[3] York Univ, Dept Psychol, York, England
[4] McGill Univ, Montreal Neurol Inst, Dept Neurol & Neurosurg, Montreal, PQ, Canada
[5] McGill Univ, McConnell Brain Imaging Ctr, Montreal, PQ, Canada
[6] McGill Univ, Dept Psychiat, Montreal, PQ, Canada
[7] Univ Arizona, Dept Psychol, Tucson, AZ 85721 USA
[8] Univ Arizona, Dept Neurol, Tucson, AZ 85721 USA
基金
加拿大自然科学与工程研究理事会;
关键词
autobiographical memory; healthy aging; episodic memory; text analysis; topic modeling; FALSE MEMORIES; AGE; REPRESENTATIONS; RECOGNITION; INFORMATION; SUPPRESSION; COGNITION; RECALL;
D O I
10.1037/pag0000769
中图分类号
R4 [临床医学]; R592 [老年病学];
学科分类号
1002 ; 100203 ; 100602 ;
摘要
Several studies have shown that older adults generate autobiographical memories with fewer specific details than younger adults, a pattern typically attributed to age-relate declines in episodic memory. A relatively unexplored question is how aging affects the content used to represent and recall these memories. We recently proposed that older adults may predominately represent and recall autobiographical memories at the gist level. Emerging from this proposal is the hypothesis that older adults represent memories with a wider array of content topics and recall memories with a distinct narrative style when compared to younger adults. We tested this hypothesis by applying natural language processing approaches to a data set of autobiographical memories described by healthy younger and older adults. We used topic modeling to estimate the distribution (i.e., diversity) of content topics used to represent a memory, and sentence embedding to derive an internal similarity score to estimate the shifts in content when narrating a memory. First, we found that older adults referenced a wider array of content topics (higher content diversity) than younger adults when recalling their autobiographical memories. Second, we found older adults were included more content shifts when narrating their memories than younger adults, suggesting a reduced reliance on choronology to form a coherent memory. Third, we found that the content diversity measures were positively related to specific detail generation for older adults, potentially reflecting age-related compensation for episodic memory difficulties. We discuss how our results shed light on how younger and older adults differ in the way they remember and describe the past.
引用
收藏
页码:59 / 71
页数:14
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