Natural language processing for mental health interventions: a systematic review and research framework

M Malgaroli, TD Hull, JM Zech, T Althoff - Translational Psychiatry, 2023 - nature.com
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 …

Closed-and open-vocabulary approaches to text analysis: A review, quantitative comparison, and recommendations.

JC Eichstaedt, ML Kern, DB Yaden… - Psychological …, 2021 - psycnet.apa.org
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 …

A scoping review of machine learning in psychotherapy research

K Aafjes-van Doorn, C Kamsteeg, J Bate… - Psychotherapy …, 2021 - Taylor & Francis
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 …

Automatic personality assessment through social media language.

G Park, HA Schwartz, JC Eichstaedt… - Journal of personality …, 2015 - psycnet.apa.org
Abstract Language use is a psychologically rich, stable individual difference with well-
established correlations to personality. We describe a method for assessing personality …

Analyst information discovery and interpretation roles: A topic modeling approach

AH Huang, R Lehavy, AY Zang… - Management …, 2018 - pubsonline.informs.org
This study examines analyst information intermediary roles using a textual analysis of
analyst reports and corporate disclosures. We employ a topic modeling methodology from …

Gaining insights from social media language: Methodologies and challenges.

ML Kern, G Park, JC Eichstaedt, HA Schwartz… - Psychological …, 2016 - psycnet.apa.org
Abstract Language data available through social media provide opportunities to study
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

G Park, DB Yaden, HA Schwartz, ML Kern… - PloS one, 2016 - journals.plos.org
Using a large social media dataset and open-vocabulary methods from computational
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 …

The language of well-being: Tracking fluctuations in emotion experience through everyday speech.

J Sun, HA Schwartz, Y Son, ML Kern… - Journal of Personality …, 2020 - psycnet.apa.org
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 …

Interpersonal coordination dynamics in psychotherapy: A systematic review

TJ Wiltshire, JS Philipsen, SB Trasmundi… - Cognitive Therapy and …, 2020 - Springer
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) …