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A recent rise in online content expressing concerns with public health initiatives has contributed to already stalled uptake of preemptive measures globally. Future public health efforts must attempt to understand such content, what…

计算与语言 · 计算机科学 2025-06-03 Christopher Li , Rickard Stureborg , Bhuwan Dhingra , Jun Yang

Objective: to provide a scoping review of papers on clinical natural language processing (NLP) tasks that use publicly available electronic health record data from a cohort of patients. Materials and Methods: We searched six databases,…

Previous research has shown that humans are more receptive towards language models that that exhibit empathetic behavior. While empathy is essential for developing helpful dialogue agents, very few large corpora containing empathetic…

计算与语言 · 计算机科学 2025-02-26 Run Chen , Jun Shin , Julia Hirschberg

Support-seekers' self-disclosure of their suffering experiences, thoughts, and feelings in the post can help them get needed peer support in online mental health communities (OMHCs). However, such mental health self-disclosure could be…

人机交互 · 计算机科学 2024-09-24 Han Zhang , Jiaqi Zhang , Yuxiang Zhou , Ryan Louie , Taewook Kim , Qingyu Guo , Shuailin Li , Zhenhui Peng

The widespread adoption of social media has heightened interest in its psychological effects, particularly on mental health indicators such as anxiety, depression, loneliness, and sleep quality, as these platforms increasingly influence…

机器学习 · 计算机科学 2026-04-28 Md All Shahria , Sanjeda Dewan Mithila , Touhid Alam , Mohammad Sakib Mahmood , Mahfuza Khatun

Mental-health stigma remains a pervasive social problem that hampers treatment-seeking and recovery. Existing resources for training neural models to finely classify such stigma are limited, relying primarily on social-media or synthetic…

计算与语言 · 计算机科学 2025-06-03 Han Meng , Yancan Chen , Yunan Li , Yitian Yang , Jungup Lee , Renwen Zhang , Yi-Chieh Lee

Large Language Models (LLMs) have recently exploded in popularity, often matching or outperforming human abilities on many tasks. One of the key factors in training LLMs is the availability and curation of high-quality data. Data quality is…

计算与语言 · 计算机科学 2025-11-04 Vlad Negoita , Mihai Masala , Traian Rebedea

The development of clinical natural language processing (NLP) systems is severely hampered by the sensitive nature of medical records, which restricts data sharing under stringent privacy regulations, particularly in France and the broader…

As demand for large corpora increases with the size of current state-of-the-art language models, using web data as the main part of the pre-training corpus for these models has become a ubiquitous practice. This, in turn, has introduced an…

计算与语言 · 计算机科学 2022-12-21 Tim Jansen , Yangling Tong , Victoria Zevallos , Pedro Ortiz Suarez

This paper highlights the significance of natural language processing (NLP) within artificial intelligence, underscoring its pivotal role in comprehending and modeling human language. Recent advancements in NLP, particularly in…

Background: Formulation, associated with suicide risk assessment, is an individualised process that seeks to understand the idiosyncratic nature and development of an individual's problems. Auditing clinical documentation on an electronic…

计算与语言 · 计算机科学 2024-12-23 Rajib Rana , Niall Higgins , Kazi N. Haque , John Reilly , Kylie Burke , Kathryn Turner , Anthony R. Pisani , Terry Stedman

Peer review constitutes a core component of scholarly publishing; yet it demands substantial expertise and training, and is susceptible to errors and biases. Various applications of NLP for peer reviewing assistance aim to support reviewers…

计算与语言 · 计算机科学 2023-05-22 Nils Dycke , Ilia Kuznetsov , Iryna Gurevych

The growing availability of online support groups has opened up new windows to study mental health through natural language processing (NLP). However, it is hindered by a lack of high-quality, well-validated datasets. Existing studies have…

计算与语言 · 计算机科学 2026-04-28 Khalid Hasan , Jamil Saquer

Depression is a common mental health condition that can lead to hopelessness, loss of interest, self-harm, and even suicide. Early detection is challenging due to individuals not self-reporting or seeking timely clinical help. With the rise…

计算与语言 · 计算机科学 2025-08-25 Idrees Mohammed , Hossein Hassani

The digitalization of stored information in hospitals now allows for the exploitation of medical data in text format, as electronic health records (EHRs), initially gathered for other purposes than epidemiology. Manual search and analysis…

Traditional screening practices for anxiety and depression pose an impediment to monitoring and treating these conditions effectively. However, recent advances in NLP and speech modelling allow textual, acoustic, and hand-crafted…

声音 · 计算机科学 2023-01-02 Brian Diep , Marija Stanojevic , Jekaterina Novikova

Deep learning models are rapidly gaining interest for real-world applications in behavioral health. An important gap in current literature is how well such models generalize over different populations. We study Natural Language Processing…

计算与语言 · 计算机科学 2024-12-30 Tomek Rutowski , Elizabeth Shriberg , Amir Harati , Yang Lu , Ricardo Oliveira , Piotr Chlebek

Suicide is a major public health crisis. With more than 20,000,000 suicide attempts each year, the early detection of suicidal intent has the potential to save hundreds of thousands of lives. Traditional mental health screening methods are…

计算与语言 · 计算机科学 2022-09-14 Daniel DiPietro , Vivek Hazari , Soroush Vosoughi

This paper proposes a novel statistical corpus analysis framework targeted towards the interpretation of Natural Language Processing (NLP) architectural patterns at scale. The proposed approach combines saturation-based lexicon…

计算与语言 · 计算机科学 2021-07-20 Oskar Wysocki , Malina Florea , Donal Landers , Andre Freitas

The proliferation of news media available online simultaneously presents a valuable resource and significant challenge to analysts aiming to profile and understand social and cultural trends in a geographic location of interest. While an…

计算与语言 · 计算机科学 2021-08-18 A. Bock , A. Palladino , S. Smith-Heisters , I. Boardman , E. Pellegrini , E. J. Bienenstock , A. Valenti