e.g. mhealth
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One of the most dictionary-based approaches is LIWC (Linguistic Inquiry and Word Count), and LIWC analysis has been found to be particularly useful for identifying and analyzing the emotional state of individuals in mental health–related text data [26].
JMIR Med Inform 2024;12:e52678
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Previous studies demonstrate that a higher frequency of first-person singular pronouns use (ie, I, my), also referred to as “i Talk” or self-referential language, is a linguistic marker of general distress and is associated with negative psychological outcomes such as depression and suicidal behaviors [12-14].
JMIR Cancer 2024;10:e43070
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Assessing GPT-4’s Performance in Delivering Medical Advice: Comparative Analysis With Human Experts
Both the number of words and sentences per answer were significantly higher for GPT-4 answers than for human expert answers (word count: mean 190, SD 75.2 for GPT-4 vs mean 139, SD 95.6 for humans; P
Linguistic difference between GPT-4 and human expert answers.
Figure 2 presents an analysis of the medical accuracy between GPT-4 and human expert answers.
JMIR Med Educ 2024;10:e51282
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News Media Framing of Suicide Circumstances and Gender: Mixed Methods Analysis
This validated scale consists of linguistic descriptors of suicide. To derive the scale, Batterham et al [14] used principal component analysis of survey results from the public, rating 80 one-word descriptors of someone who dies by suicide to produce a list of words associated with stigmatization and glorification of suicide.
JMIR Ment Health 2024;11:e49879
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This was a single-arm, 5-week (1-week run-in period and 4-week intervention period), pilot interventional study aimed to assess the feasibility and acceptability of a cultural and linguistic adaptation of an evidence-based mobile phone app with an accelerometer program to promote physical activity [25,26,28] among Asian Americans who speak Chinese, Tagalog, or Vietnamese.
Study requirements were explained to participants and written consent was obtained.
JMIR Form Res 2024;8:e56373
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To date, there have been no attempts to examine the chat content of crisis counseling services with regard to their linguistic structure. For this purpose, anonymized chat messages from a messenger-based psychosocial chat counseling service, krisenchat (German for “crisis chat”), were used to examine (1) which linguistic indicators and gender differences can be identified within the messages of chat users and (2) how these linguistic indicators are associated with the presence of psychiatric symptoms.
JMIR Form Res 2024;8:e51795
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The purpose of this step was to ensure the BA intervention content and delivery were appropriate for the Indian NCD’s cultural, linguistic, and resource context. The initial content was based on treatment manuals and workbooks from previous adaptations of BA for multimorbidity and delivery by lay counselors in the United Kingdom [16] and India [17].
JMIR Res Protoc 2023;12:e41127
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Sensing Psychological Well-being Using Social Media Language: Prediction Model Development Study
The LIWC is widely used in natural language processing for mapping the psychological and linguistic dimensions of written expression. In this research, we used the SC-LIWC, which reports 87 dimensions of language use in simplified Chinese [24].
J Med Internet Res 2023;25:e41823
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Task characteristics are presented in Table S1 in Multimedia Appendix 1, showing that stories incorporate a range of themes and are balanced for key linguistic and discourse metrics. During clinical assessments, 3 long ASRT stories were administered consecutively. After each story was presented, participants were asked to immediately retell the story in as much detail as they could remember. Recall of the same stories, in the same order, was tested again after a delay.
JMIR Aging 2022;5(3):e37090
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