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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

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

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

[See full abstract in the pdf] Formal Thought Disorder (FTD), which is a group of symptoms in cognition that affects language and thought, can be observed through language. FTD is seen across such developmental or psychiatric disorders as…

计算与语言 · 计算机科学 2023-10-17 Takeshi Saga , Hiroki Tanaka , Satoshi Nakamura

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

Language disruptions are one of the well-known effects of schizophrenia symptoms. They are often manifested as disorganized speech and impaired discourse coherence. These abnormalities in spontaneous language production reflect underlying…

计算与语言 · 计算机科学 2025-11-06 Gowtham Premananth , Carol Espy-Wilson

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

Speech patterns have been identified as potential diagnostic markers for neuropsychiatric conditions. However, most studies only compare a single clinical group to healthy controls, whereas clinical practice often requires differentiating…

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

Empirical studies over the past two decades have supported the hypothesis that schizophrenia is characterized by altered connectivity patterns in functional brain networks. These alterations have been proposed as genetically-mediated…

神经元与认知 · 定量生物学 2013-06-28 Felix Siebenhuhner , Shennan A. Weiss , Richard Coppola , Daniel R. Weinberger , Danielle S. Bassett

Millions of people suffer from mental health conditions, yet many remain undiagnosed or receive delayed care due to limited clinical resources and labor-intensive assessment methods. While most machine-assisted approaches focus on…

音频与语音处理 · 电气工程与系统科学 2025-11-06 Gowtham Premananth , Philip Resnik , Sonia Bansal , Deanna L. Kelly , Carol Espy-Wilson

Schizophrenia is a complex psychiatric disorder involving changes in thought patterns, perception, mood, and behavior. The diagnosis of schizophrenia is challenging and requires that patients show two or more positive symptoms for at least…

机器学习 · 计算机科学 2021-02-17 Maritza Tynes , Mahboobeh Parsapoor

A schizophrenia relapse has severe consequences for a patient's health, work, and sometimes even life safety. If an oncoming relapse can be predicted on time, for example by detecting early behavioral changes in patients, then interventions…

Functional connectivity (FC) has been widely used to study brain network interactions underlying the emerging cognition and behavior of an individual. FC is usually defined as the correlation or partial correlation between brain regions.…

应用统计 · 统计学 2020-10-27 Gemeng Zhang , Aiying Zhang , Biao Cai , Zhuozhuo Tu , Vince D. Calhoun , Yu-Ping Wang

Background: Oral histories from 9/11 responders to the World Trade Center (WTC) attacks provide rich narratives about distress and resilience. Artificial Intelligence (AI) models promise to detect psychopathology in natural language, but…

Schizophrenia is a severe yet treatable mental disorder, it is diagnosed using a multitude of primary and secondary symptoms. Diagnosis and treatment for each individual depends on the severity of the symptoms, therefore there is a need for…

人机交互 · 计算机科学 2023-10-26 Niki Maria Foteinopoulou , Ioannis Patras

The psychosis spectrum is associated with structural dysconnectivity concentrated in transmodal association cortex. However, understanding of this pathophysiology has been limited by an exclusive focus on the direct connections to a region.…

Amid growing global mental health concerns, particularly among vulnerable groups, natural language processing offers a tremendous potential for early detection and intervention of people's mental disorders via analyzing their postings and…

机器学习 · 计算机科学 2023-11-10 Haijian Shao , Ming Zhu , Shengjie Zhai

The therapeutic working alliance is a critical predictor of psychotherapy success. Traditionally, working alliance assessment relies on questionnaires completed by both therapists and patients. In this paper, we present COMPASS, a novel…

计算与语言 · 计算机科学 2025-08-12 Baihan Lin , Djallel Bouneffouf , Yulia Landa , Rachel Jespersen , Cheryl Corcoran , Guillermo Cecchi

Schizophrenia is a debilitating, chronic mental disorder that significantly impacts an individual's cognitive abilities, behavior, and social interactions. It is characterized by subtle morphological changes in the brain, particularly in…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Nagur Shareef Shaik , Teja Krishna Cherukuri , Vince Calhoun , Dong Hye Ye
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