Internet Searches and Their Relationship to Cognitive Function in Older Adults: Cross-Sectional Analysis

被引:15
|
作者
Austin, Johanna [1 ]
Hollingshead, Kristy [2 ]
Kaye, Jeffrey [1 ]
机构
[1] Oregon Hlth & Sci Univ, Dept Neurol, 3303 SW Bond Ave, Portland, OR 97239 USA
[2] Florida Inst Human & Machine Cognit, Pensacola, FL USA
关键词
Internet; geriatrics; cognition; executive function; ALZHEIMERS-DISEASE; VERBAL FLUENCY; COMPUTER USE; INFORMATION; DETECT;
D O I
10.2196/jmir.7671
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Alzheimer disease (AD) is a very challenging experience for all those affected. Unfortunately, detection of Alzheimer disease in its early stages when clinical treatments may be most effective is challenging, as the clinical evaluations are time-consuming and costly. Recent studies have demonstrated a close relationship between cognitive function and everyday behavior, an avenue of research that holds great promise for the early detection of cognitive decline. One area of behavior that changes with cognitive decline is language use. Multiple groups have demonstrated a close relationship between cognitive function and vocabulary size, verbal fluency, and semantic ability, using conventional in-person cognitive testing. An alternative to this approach which is inherently ecologically valid may be to take advantage of automated computer monitoring software to continually capture and analyze language use while on the computer. Objective: The aim of this study was to understand the relationship between Internet searches as a measure of language and cognitive function in older adults. We hypothesize that individuals with poorer cognitive function will search using fewer unique terms, employ shorter words, and use less obscure words in their searches. Methods: Computer monitoring software (WorkTime, Nestersoft Inc) was used to continuously track the terms people entered while conducting searches in Google, Yahoo, Bing, and Ask. com. For all searches, punctuation, accents, and non-ASCII characters were removed, and the resulting search terms were spell-checked before any analysis. Cognitive function was evaluated as a z-normalized summary score capturing five unique cognitive domains. Linear regression was used to determine the relationship between cognitive function and Internet searches by controlling for variables such as age, sex, and education. Results: Over a 6-month monitoring period, 42 participants (mean age 81 years [SD 10.5], 83% [35/42] female) conducted 2915 searches using these top search engines. Participants averaged 3.08 words per search (SD 1.6) and 5.77 letters per word (SD 2.2). Individuals with higher cognitive function used more unique terms per search (beta=. 39, P=.002) and employed less common terms in their searches (beta=1.39, P=. 02). Cognitive function was not significantly associated with the length of the words used in the searches. Conclusions: These results suggest that early decline in cognitive function may be detected from the terms people search for when they use the Internet. By continuously tracking basic aspects of Internet search terms, it may be possible to detect cognitive decline earlier than currently possible, thereby enabling proactive treatment and intervention.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] The role of cognitive function in the relationship between age and health literacy: a cross-sectional analysis of older adults in Chicago, USA
    Kobayashi, Lindsay C.
    Smith, Samuel G.
    O'Conor, Rachel
    Curtis, Laura M.
    Park, Denise
    von Wagner, Christian
    Deary, Ian J.
    Wolf, Michael S.
    [J]. BMJ OPEN, 2015, 5 (04):
  • [2] Insomnia and cognitive function in older adults: a cross-sectional analysis of the Canadian Longitudinal Study on Aging
    Cross, N.
    Chouchou, F.
    Gosselin, N.
    Carrier, J.
    Thompson, C.
    Postuma, R.
    Dang-Vu, T. T.
    [J]. JOURNAL OF SLEEP RESEARCH, 2018, 27
  • [3] Relationship between Individual Social Capital and Cognitive Function among Older Adults by Gender: A Cross-Sectional Study
    Ito, Tomoko
    Okuyama, Kenta
    Abe, Takafumi
    Takeda, Miwako
    Hamano, Tsuyoshi
    Nakano, Kunihiko
    Nabika, Toru
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2019, 16 (12)
  • [4] Frailty and Cognitive Function in Older Adults: A Systematic Review and Meta-Analysis of Cross-Sectional Studies
    Robinson, Talia L.
    Gogniat, Marissa A.
    Miller, L. Stephen
    [J]. NEUROPSYCHOLOGY REVIEW, 2022, 32 (02) : 274 - 293
  • [5] Frailty and Cognitive Function in Older Adults: A Systematic Review and Meta-Analysis of Cross-Sectional Studies
    Talia L. Robinson
    Marissa A. Gogniat
    L. Stephen Miller
    [J]. Neuropsychology Review, 2022, 32 : 274 - 293
  • [6] A Cross-Sectional Study of the Relationship of Physical Activity with Depression and Cognitive Deficit in Older Adults
    Paulo, Thais R. S.
    Tribess, Sheilla
    Sasaki, Jeffer Eidi
    Meneguci, Joilson
    Martins, Cristiane A.
    Freitas, Ismael F., Jr.
    Romo-Perez, Vicente
    Virtuoso, Jair S., Jr.
    [J]. JOURNAL OF AGING AND PHYSICAL ACTIVITY, 2016, 24 (02) : 311 - 321
  • [7] Physical Predictors of Cognitive Performance in Healthy Older Adults: A Cross-Sectional Analysis
    Blankevoort, Christiaan G.
    Scherder, Erik J. A.
    Wieling, Martijn B.
    Hortobagyi, Tibor
    Brouwer, Wiebo H.
    Geuze, Reint H.
    van Heuvelen, Marieke J. G.
    [J]. PLOS ONE, 2013, 8 (07):
  • [8] CROSS-SECTIONAL RELATIONSHIPS OF PHYSICAL ACTIVITY, SLEEP QUALITY, AND COGNITIVE FUNCTION IN OLDER ADULTS
    Falck, Ryan S.
    Best, John
    Davis, Jennifer C.
    Liu-Ambrose, Teresa
    [J]. ANNALS OF BEHAVIORAL MEDICINE, 2018, 52 : S461 - S461
  • [9] Internet Use as a Moderator of the Relationship Between PersonalResources and Stress in Older Adults:Cross-Sectional Study
    Roquet, Angelique
    Martinelli, Paolo
    Lampraki, Charikleia
    Jopp, Daniela S.
    [J]. JMIR AGING, 2024, 7
  • [10] Association between indoor air pollution and cognitive function of older adults in India: a cross-sectional multilevel analysis
    Rani, Ritu
    Arokiasamy, Perianayagam
    Meitei, Wahengbam Bigyananda
    Sikarwar, Ankit
    [J]. JOURNAL OF PUBLIC HEALTH-HEIDELBERG, 2023, 31 (03): : 369 - 379