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Table 1 Description of negative and positive drivers influencing the tone of digital conversations

From: Digital conversations about depression among Hispanics and non-Hispanics in the US: a big‐data, machine learning analysis identifies specific characteristics of depression narratives in Hispanics

Tone

Factor

Description

Hispanics (%)

Non-Hispanics (%)

Negative

Life impact

Negative impact of depression in their life

18

26

Toll on others

Negative impact of their state of depression on other people close to them

21

19

Treatment complications

Negative impact of the treatment on their life

26

20

Stigma

Fear of being labeled as “a crazy person”

21

12

Lack of treatment efficacy & others

Fact that the treatment is not showing the desired result

14*

23

Positive

Support

Support they have received from their HCP, their caregiver, friends and others

25

22

Treatment efficacy

Perceived positive impact of the treatment in their lives

19

28

Enablement/control

A new found control over the condition, which enables them to get back to their lives

25

26

Enhanced outlook

More positive perspective on their life, usually expressed when their state of depression is under control and treated

28

24

Others

Other motivations to be positive when talking about depression

3

0

  1. *Includes 5% conversations that could not be classified into the described negative factors and were labelled ‘others’