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. 2022 Nov 22;6(2):e40764. doi: 10.2196/40764

Table 1.

Latent Dirichlet allocation topic modeling for all Facebook posts, showing topic keywords and weights, topic interpretation, and example posts (N=34,885).

Topic number Topic name Top 10 keywords and weightsa Interpretation by authors Example of Facebook posts (paraphrased)
1 Heart health promotion
  • 0.052*heart

  • 0.022*health

  • 0.018*disease

  • 0.013*american

  • 0.012*stroke

  • 0.011*association

  • 0.011*thank

  • 0.011*join

  • 0.010*live

  • 0.009*support

Heart health–, heart disease–, and stroke-related events and support by organizations (eg, the American Heart Association) The Heart Walk is how the American Heart Association mainly raises funds to prevent heart disease and stroke. It promotes physical activity and healthy heart living, and creates a family-friendly environment. On April 1st, a Saturday, the AHA is holding their annual Franklin County Heart Walk at the Washington City Fairgrounds Swine Pavilion at 9 a.m., with the walking starting at 10.
2 Sharing personal experiences
  • 0.043*heart

  • 0.018*attack

  • 0.009*know

  • 0.009*life

  • 0.008*time

  • 0.008*day

  • 0.008*go

  • 0.007*years

  • 0.007*feel

  • 0.007*family

Sharing personal and family stories related to heart disease and encouraging people to share their stories to increase public awareness It's been 5 years since I had my heart attack. I waited for about 15 hours with symptoms coming and going before I decided to drive myself to the hospital. After my heart attack, I was traumatized by the fear of death, and I started to exercise and eat healthier. It’s important it is to know the symptoms and listen to your body because one day it could save your life.
3 Risk-reduction education
  • 0.052*heart

  • 0.027*disease

  • 0.024*risk

  • 0.023*blood

  • 0.015*health

  • 0.013*pressure

  • 0.011*high

  • 0.010*stroke

  • 0.009*cholesterol

  • 0.008*study

Risk reduction (eg, blood pressure and cholesterol) and lifestyle modification for heart health and disease and stroke Eat something healthy and delicious in Barbecued salmon, sauteed zucchini, sweet potatoes, and asparagus. Control your heart health by lowering cholesterol and salt intake.
4 Heart disease and heart health promotion for women
  • 0.053*women

  • 0.048*heart

  • 0.040*red

  • 0.028*disease

  • 0.012*attack

  • 0.010*wear

  • 0.008*available

  • 0.008*symptoms

  • 0.008*awareness

  • 0.007*abstract

Promoting awareness of myocardial infarction symptoms for women and emphasizing characteristics of women’s myocardial infarction by the Go Red for Women Campaign #GoRedForWomen today. We're bringing attention to women’s heart disease. Women have different warning signs for heart attacks.
5 Educational information sharing
  • 0.050*article

  • 0.047*video

  • 0.042*content

  • 0.035*presentation

  • 0.023*information

  • 0.021*health

  • 0.013*heart

  • 0.012*purpose

  • 0.012*attack

  • 0.012*general

Presenting articles and videos related to heart health and myocardial infarction information Dr. A, Consulting Physical, discusses heart attack prevention.
6 Physicians’ live discussion sessions
  • 0.065*dr

  • 0.036*heart

  • 0.027*cardiology

  • 0.026*attack

  • 0.023*discuss

  • 0.020*page

  • 0.018*cardiologist

  • 0.018*facebook

  • 0.016*pm

  • 0.014*live

Live Facebook sessions by physicians to discuss myocardial infarctions Dr. B discussed how to reduce cardiovascular events in a Facebook LIVE session.

aThe asterisk (*) shows the weight of each keyword.