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Schizophrenia is one of the most disabling mental health conditions to live with. Approximately one percent of the population has schizophrenia which makes it fairly common, and it affects many people and their families. Patients with…

计算与语言 · 计算机科学 2022-01-26 Amal Alqahtani , Efsun Sarioglu Kay , Sardar Hamidian , Michael Compton , Mona Diab

Different state-of-the-art methods of the detection of schizophrenia symptoms based on the estimation of text coherence have been analyzed. The analysis of a text at the level of phrases has been suggested. The method based on the graph of…

计算与语言 · 计算机科学 2020-05-08 Artem Kramov

Natural language processing tools are used to automatically detect disturbances in transcribed speech of schizophrenia inpatients who speak Hebrew. We measure topic mutation over time and show that controls maintain more cohesive speech…

计算与语言 · 计算机科学 2019-04-18 Kfir Bar , Vered Zilberstein , Ido Ziv , Heli Baram , Nachum Dershowitz , Samuel Itzikowitz , Eiran Vadim Harel

The use of spontaneous language to derive appropriate digital markers has become an emergent, promising and non-intrusive method to diagnose and monitor dementia. Here we propose methods to capture language coherence as a cost-effective,…

计算与语言 · 计算机科学 2023-10-17 Dimitris Gkoumas , Adam Tsakalidis , Maria Liakata

Schizophrenia is one of the most disabling and difficult to treat of all human medical/health conditions, ranking in the top ten causes of disability worldwide. It has been a puzzle in part due to difficulty in identifying its basic,…

计算与语言 · 计算机科学 2018-10-23 Efsun Sarioglu Kayi , Mona Diab , Luca Pauselli , Michael Compton , Glen Coppersmith

Isolated word meanings are inherently uncertain. This uncertainty reduces when they are combined and anchored in context. We propose that grammar compresses meaning uncertainty cross-linguistically, which is reflected in brain and…

Advances in artificial intelligence (AI) and deep learning have improved diagnostic capabilities in healthcare, yet limited interpretability continues to hinder clinical adoption. Schizophrenia, a complex disorder with diverse symptoms…

音频与语音处理 · 电气工程与系统科学 2025-11-06 Gowtham Premananth , Carol Espy-Wilson

Schizophrenia is a severe, currently incurable, relatively common mental condition. Its symptoms are complex and widespread. It structurally and functionally affects cortical and subcortical regions involved in cognitive, emotional and…

定量方法 · 定量生物学 2007-09-05 Anca R. Radulescu

Background: The precise quantification of negative symptoms is necessary to improve differential diagnosis and prognosis prediction in Schizophrenia. In chronic psychotic patients, the representation of verbal reports as word graphs…

神经元与认知 · 定量生物学 2016-11-01 Natalia B. Mota , Mauro Copelli , Sidarta Ribeiro

In this work we explore how language models can be employed to analyze language and discriminate between mentally impaired and healthy subjects through the perplexity metric. Perplexity was originally conceived as an information-theoretic…

计算与语言 · 计算机科学 2023-02-03 Davide Colla , Matteo Delsanto , Marco Agosto , Benedetto Vitiello , Daniele Paolo Radicioni

To maintain coherence in language, the brain must satisfy key competing temporal demands: the gradual accumulation of meaning across extended context (drift) and the rapid reconfiguration of representations at event boundaries (shift). How…

Coherent discourse is distinguished from a mere collection of utterances by the satisfaction of a diverse set of constraints, for example choice of expression, logical relation between denoted events, and implicit compatibility with…

计算与语言 · 计算机科学 2021-05-11 Anne Beyer , Sharid Loáiciga , David Schlangen

This article details the results of analyses we conducted on the discourse of schizophrenic patients, at the oral production (disfluences) and lexical (part-of-speech and lemmas) levels. This study is part of a larger project, which…

定量方法 · 定量生物学 2015-09-07 Maxime Amblard , Karën Fort , Caroline Demily , Nicolas Franck , Michel Musiol

Formal thought disorder (FTD), a hallmark of schizophrenia spectrum disorders, manifests as incoherent speech and poses challenges for clinical assessment. Traditional clinical rating scales, though validated, are resource-intensive and…

Several studies have shown that speech and language features, automatically extracted from clinical interviews or spontaneous discourse, have diagnostic value for mental disorders such as schizophrenia and bipolar disorder. They typically…

计算与语言 · 计算机科学 2019-07-30 Rohit Voleti , Stephanie Woolridge , Julie M. Liss , Melissa Milanovic , Christopher R. Bowie , Visar Berisha

It is widely accepted that information derived from analyzing speech (the acoustic signal) and language production (words and sentences) serves as a useful window into the health of an individual's cognitive ability. In fact, most…

计算与语言 · 计算机科学 2019-11-06 Rohit Voleti , Julie M. Liss , Visar Berisha

Although there have been so many studies on schizophrenia under the framework of predictive coding, works focusing on treatment are very preliminary. A model-oriented, operationalist, and comprehensive understanding of schizophrenia would…

神经元与认知 · 定量生物学 2023-09-14 Lingyu Li , Chunbo Li

Historical linguists have identified multiple forms of lexical semantic change. We present a three-dimensional framework for integrating these forms and a unified computational methodology for evaluating them concurrently. The dimensions…

计算与语言 · 计算机科学 2024-06-11 Naomi Baes , Nick Haslam , Ekaterina Vylomova

Schizophrenia (SCZ) is a brain disorder where different people experience different symptoms, such as hallucination, delusion, flat-talk, disorganized thinking, etc. In the long term, this can cause severe effects and diminish life…

机器学习 · 计算机科学 2023-01-19 Shradha Verma , Tripti Goel , M Tanveer , Weiping Ding , Rahul Sharma , R Murugan

Speech-based assessment of the schizophrenia spectrum has been widely researched over in the recent past. In this study, we develop a deep learning framework to estimate schizophrenia severity scores from speech using a feature fusion…

音频与语音处理 · 电气工程与系统科学 2024-11-21 Gowtham Premananth , Carol Espy-Wilson
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