Social data: Biases, methodological pitfalls, and ethical boundaries

A Olteanu, C Castillo, F Diaz, E Kıcıman - Frontiers in big data, 2019 - frontiersin.org
Social data in digital form—including user-generated content, expressed or implicit relations
between people, and behavioral traces—are at the core of popular applications and …

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 …

Toward gender-inclusive coreference resolution

YT Cao, H Daumé III - arXiv preprint arXiv:1910.13913, 2019 - arxiv.org
Correctly resolving textual mentions of people fundamentally entails making inferences
about those people. Such inferences raise the risk of systemic biases in coreference …

[PDF][PDF] The role of personality, age, and gender in tweeting about mental illness

D Preoţiuc-Pietro, J Eichstaedt, G Park… - Proceedings of the …, 2015 - aclanthology.org
Mental illnesses, such as depression and post traumatic stress disorder (PTSD), are highly
underdiagnosed globally. Populations sharing similar demographics and personality traits …

Dlatk: Differential language analysis toolkit

HA Schwartz, S Giorgi, M Sap, P Crutchley… - Proceedings of the …, 2017 - aclanthology.org
Abstract We present Differential Language Analysis Toolkit (DLATK), an open-source python
package and command-line tool developed for conducting social-scientific language …

Toward gender-inclusive coreference resolution: An analysis of gender and bias throughout the machine learning lifecycle

YT Cao, H Daumé III - Computational Linguistics, 2021 - aclanthology.org
Correctly resolving textual mentions of people fundamentally entails making inferences
about those people. Such inferences raise the risk of systematic biases in coreference …

A methodological framework to assess social media strategies of event and destination management organizations

G Pino, AM Peluso, P Del Vecchio, V Ndou… - Journal of Hospitality …, 2019 - Taylor & Francis
Social media have become an indispensable tool for promoting events and tourist
destinations, but some tourism organizations are still unable to exploit their full potential. The …

Living in the past, present, and future: Measuring temporal orientation with language

G Park, HA Schwartz, M Sap, ML Kern… - Journal of …, 2017 - Wiley Online Library
Temporal orientation refers to individual differences in the relative emphasis one places on
the past, present, or future, and it is related to academic, financial, and health outcomes. We …

The network of conscientiousness

G Costantini, M Perugini - Journal of Research in Personality, 2016 - Elsevier
According to the network perspective, the coalescence of several personality characteristics
into major personality dimensions results from a pattern of complex interactions that can be …

Linguistic predictors from Facebook postings of substance use disorder treatment retention versus discontinuation

T Liu, S Giorgi, K Yadeta, HA Schwartz… - The American journal …, 2022 - Taylor & Francis
Background: Early indicators of who will remain in–or leave–treatment for substance use
disorder (SUD) can drive targeted interventions to support long-term recovery. Objectives …