Machine learning methods to discover hidden patterns in well-being and resilience for healthy aging.
Robin R Austin, Ratchada Jantraporn, Martin Michalowski and 1 others
PMID 39248511WHAT IT FOUND
Adults with self-reported thinking challenges had the broadest range of co-occurring physical and social health issues.
They also reported the highest number of strengths and needs compared to those with mobility, emotional, or sleep challenges.
Key findings
01Participants with at least one thinking challenge had a broader range of associated health challenges, including respiratory, circulatory, and social issues, compared to other groups.
02The thinking challenge group reported the highest average strengths (66.5%) and needs (83.6%) among the four identified groups.
03The most frequent need across all groups was hands-on care related to cleaning, connecting, emotions, exercising, income, oral health, and pain.
STILL TO COME
How it was doneWhat they foundWhat it means for PTsWhat it means for OTsWhat it means for SLPs
Read the rest of this summary
You get three full summaries a month, free, and we do not ask for a card. Search, the TL;DRs and your library stay unlimited either way.
What it does not show
The data are cross-sectional, so the study identifies associations but cannot prove that thinking challenges cause other health issues. Participants were community-dwelling adults who voluntarily used a specific app, which may not represent all adults aged 45 and older. The analysis excluded seven concepts, including spirituality and reproductive health, based on low response rates. Self-reported data may be subject to recall bias or subjective interpretation of strengths and challenges.
Declared interests
The authors declare no conflict of interest. The study was funded by the National Institute on Aging.
The easy way to misread this
Do not interpret the associations between thinking challenges and other health issues as causal. The study shows that adults reporting thinking difficulties also report more needs and strengths, but it does not prove that one leads to the other.