Related Experiment Video
Updated: Mar 19, 2026

Development of a Virtual Reality Assessment of Everyday Living Skills
Published on: April 23, 2014
Economic Burden Associated with Negative Symptoms Identified Through Natural Language Processing Among Patients with
Jerome Vaccaro1, Mona Nili2, Pin Xiang2
1RightPath HC, Millerton, NY 12546, United States.
Background And Hypothesis:
The objective of this study was to identify documented negative symptoms of schizophrenia using natural language processing (NLP) and to characterize treatment patterns, healthcare resource utilization (HCRU), and costs among this patient population.
Study Design:
This US retrospective cohort study used electronic health records (EHR) linked to administrative claims data from January 2016 through February 2023. Adult patients (≥ 18 years) with at least 2 schizophrenia diagnosis codes were included. Negative symptoms were identified by NLP. Patient characteristics were assessed in the 12 months preceding the index date (first-documented schizophrenia diagnosis). Treatment patterns, HCRU, and costs were measured over the 12 months after the index date.
Study Results:
A total of 79,326 patients were enrolled in the EHR cohort and 14,992 (18.9%) had documented negative symptoms. Avolition was identified most often (44%) followed by blunted affect (42%). In the EHR cohort, 11,293 patients (14.2%) had linked claims. Patients with documented negative symptoms had more HCRU including days hospitalized, outpatient visits, and all-cause healthcare claims than patients without documented negative symptoms (all P < .001). They also had higher healthcare costs including inpatient, all-cause healthcare, schizophrenia-related costs (P < .001), and outpatient costs (P = .029). Only 34.6% of patients with documented negative symptoms received psychosocial interventions.
Conclusions:
These observational data add to the limited published literature on negative symptoms in patients with schizophrenia in the United States. The association of negative symptoms with low utilization of psychosocial interventions, increased costs, and high healthcare utilization emphasize the need for better management and treatment options for patients with schizophrenia.
More Related Videos
05:14Standardized Data Acquisition for Neuromelanin-Sensitive Magnetic Resonance Imaging of the Substantia Nigra
Published on: September 8, 2021
12:00Investigating the Effects of Antipsychotics and Schizotypy on the N400 Using Event-Related Potentials and Semantic Categorization
Published on: November 19, 2014
Related Concept Videos
Negative and Cognitive Symptoms of Schizophrenia
Negative Symptoms
Negative symptoms of schizophrenia manifest as deficits in normal emotional and behavioral functioning, profoundly impacting daily life. Individuals with schizophrenia often display a flat affect, characterized by a near-total absence of emotional expression,...
Positive Symptoms of Schizophrenia: Hallucinations and Delusions
Thought Disorders
Disorganized and unusual thought processes mark thought disorders in schizophrenia. One key feature is disorganized speech, where an individual's conversation includes...
Schizophrenia
Psychological and Sociocultural Causes of Schizophrenia
Positive Symptoms Schizophrenia: Hallucinations and Delusions
Hallucinations
Hallucinations in...
Biological Causes of Schizophrenia
Genetic Factors in Schizophrenia
The genetic basis of schizophrenia is strongly supported by family and twin...