Natural language processing for mental health interventions: a systematic review and research framework
Neuropsychiatric disorders pose a high societal cost, but their treatment is hindered by lack
of objective outcomes and fidelity metrics. AI technologies and specifically Natural …
of objective outcomes and fidelity metrics. AI technologies and specifically Natural …
Closed-and open-vocabulary approaches to text analysis: A review, quantitative comparison, and recommendations.
Technology now makes it possible to understand efficiently and at large scale how people
use language to reveal their everyday thoughts, behaviors, and emotions. Written text has …
use language to reveal their everyday thoughts, behaviors, and emotions. Written text has …
A scoping review of machine learning in psychotherapy research
Abstract Machine learning (ML) offers robust statistical and probabilistic techniques that can
help to make sense of large amounts of data. This scoping review paper aims to broadly …
help to make sense of large amounts of data. This scoping review paper aims to broadly …
Automatic personality assessment through social media language.
Abstract Language use is a psychologically rich, stable individual difference with well-
established correlations to personality. We describe a method for assessing personality …
established correlations to personality. We describe a method for assessing personality …
Analyst information discovery and interpretation roles: A topic modeling approach
This study examines analyst information intermediary roles using a textual analysis of
analyst reports and corporate disclosures. We employ a topic modeling methodology from …
analyst reports and corporate disclosures. We employ a topic modeling methodology from …
Gaining insights from social media language: Methodologies and challenges.
Abstract Language data available through social media provide opportunities to study
people at an unprecedented scale. However, little guidance is available to psychologists …
people at an unprecedented scale. However, little guidance is available to psychologists …
[HTML][HTML] Women are warmer but no less assertive than men: Gender and language on Facebook
Using a large social media dataset and open-vocabulary methods from computational
linguistics, we explored differences in language use across gender, affiliation, and …
linguistics, we explored differences in language use across gender, affiliation, and …
A practical guide to big data research in psychology.
EE Chen, SP Wojcik - Psychological methods, 2016 - psycnet.apa.org
The massive volume of data that now covers a wide variety of human behaviors offers
researchers in psychology an unprecedented opportunity to conduct innovative theory-and …
researchers in psychology an unprecedented opportunity to conduct innovative theory-and …
The language of well-being: Tracking fluctuations in emotion experience through everyday speech.
The words that people use have been found to reflect stable psychological traits, but less is
known about the extent to which everyday fluctuations in spoken language reflect transient …
known about the extent to which everyday fluctuations in spoken language reflect transient …
Interpersonal coordination dynamics in psychotherapy: A systematic review
Background The aim of this study was to gain a better understanding of interpersonal
coordination (ie, covariation over time) in different modalities (eg, physiology, language) …
coordination (ie, covariation over time) in different modalities (eg, physiology, language) …