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Merchant RA et al. doi.org/10.1371/journal.pone.0215476
Can we predict individuals’ medical diagnoses
from language posted on social media?
Can we identify speci
fi
c markers of disease
from social media posts?
SOCIAL MEDIA
+
EMR
Merchant RA et al. doi.org/10.1371/journal.pone.0215476
Facebook alone


Demographics alone


Demographics and Facebook
Medical Condition
Prediction Strength
Merchant RA et al. doi.org/10.1371/journal.pone.0215476
Diabetes!!
All 21 medical condition categories were
predictable from Facebook language
beyond chance.
Medical Condition
Prediction Strength
Merchant RA et al. doi.org/10.1371/journal.pone.0215476
18 categories better predicted by
demographics + Facebook language vs
demographics.
10 categories better predicted by
Facebook language vs demographics.
Merchant RA et al. doi.org/10.1371/journal.pone.0215476
Merchant RA et al. doi.org/10.1371/journal.pone.0215476
Merchant RA et al. doi.org/10.1371/journal.pone.0215476
Privacy
Informed Consent
Data Ownership
Merchant RA et al. doi.org/10.1371/journal.pone.0215476
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
Digital Inclusion: Social Determinant of Health
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Digital Inclusion: Social Determinant of Health

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  • 13. Merchant RA et al. doi.org/10.1371/journal.pone.0215476 Can we predict individuals’ medical diagnoses from language posted on social media? Can we identify speci fi c markers of disease from social media posts? SOCIAL MEDIA + EMR
  • 14. Merchant RA et al. doi.org/10.1371/journal.pone.0215476
  • 15. Facebook alone Demographics alone Demographics and Facebook Medical Condition Prediction Strength Merchant RA et al. doi.org/10.1371/journal.pone.0215476 Diabetes!!
  • 16. All 21 medical condition categories were predictable from Facebook language beyond chance. Medical Condition Prediction Strength Merchant RA et al. doi.org/10.1371/journal.pone.0215476 18 categories better predicted by demographics + Facebook language vs demographics. 10 categories better predicted by Facebook language vs demographics.
  • 17. Merchant RA et al. doi.org/10.1371/journal.pone.0215476
  • 18. Merchant RA et al. doi.org/10.1371/journal.pone.0215476
  • 19. Merchant RA et al. doi.org/10.1371/journal.pone.0215476
  • 20. Privacy Informed Consent Data Ownership Merchant RA et al. doi.org/10.1371/journal.pone.0215476