Cargando…

Assessment of Natural Language Processing Methods for Ascertaining the Expanded Disability Status Scale Score From the Electronic Health Records of Patients With Multiple Sclerosis: Algorithm Development and Validation Study

BACKGROUND: The Expanded Disability Status Scale (EDSS) score is a widely used measure to monitor disability progression in people with multiple sclerosis (MS). However, extracting and deriving the EDSS score from unstructured electronic health records can be time-consuming. OBJECTIVE: We aimed to c...

Descripción completa

Detalles Bibliográficos
Autores principales:	Yang, Zhen, Pou-Prom, Chloé, Jones, Ashley, Banning, Michaelia, Dai, David, Mamdani, Muhammad, Oh, Jiwon, Antoniou, Tony
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	JMIR Publications 2022
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8792771/ https://www.ncbi.nlm.nih.gov/pubmed/35019849 http://dx.doi.org/10.2196/25157

Ejemplares similares

Cohort profile: St. Michael’s Hospital Tuberculosis Database (SMH-TB), a retrospective cohort of electronic health record data and variables extracted using natural language processing
por: Landsman, David, et al.
Publicado: (2021)

Automating Stroke Data Extraction From Free-Text Radiology Reports Using Natural Language Processing: Instrument Validation Study
por: Yu, Amy Y X, et al.
Publicado: (2021)

From compute to care: Lessons learned from deploying an early warning system into clinical practice
por: Pou-Prom, Chloé, et al.
Publicado: (2022)

Utility of medical record diagnostic codes to ascertain attention-deficit/hyperactivity disorder and learning disabilities in populations of children
por: Shi, Yu, et al.
Publicado: (2020)

Using real-time machine learning to prevent in-hospital hypoglycemia: a prospective study
por: Fralick, Michael, et al.
Publicado: (2022)

Validation of case definition algorithms for the ascertainment of congenital anomalies
por: Nava de Escalante, Yonabeth, et al.
Publicado: (2022)

Personality as a Predictor of Disability in Multiple Sclerosis
por: Jacot de Alcântara, Isabele, et al.
Publicado: (2023)

Improving ascertainment of suicidal ideation and suicide attempt with natural language processing
por: Bejan, Cosmin A., et al.
Publicado: (2022)

Implementing machine learning in medicine
por: Verma, Amol A., et al.
Publicado: (2021)

Mise en œuvre de l’apprentissage machine en santé
por: Verma, Amol A., et al.
Publicado: (2021)

Record linkage augments cancer ascertainment in HIV cohorts in South Africa
por: Sengayi, Mazvita, et al.
Publicado: (2017)

Evaluation of machine learning solutions in medicine
por: Antoniou, Tony, et al.
Publicado: (2021)

Évaluation des solutions fondées sur l’apprentissage machine en santé
por: Antoniou, Tony, et al.
Publicado: (2021)

Ascertainment of Aspirin Exposure Using Structured and Unstructured Large-scale Electronic Health Record Data
por: Bustamante, Ranier, et al.
Publicado: (2019)

Expanded Disability Status Scale-Based Disability and Dental-Periodontal Conditions in Patients with Multiple Sclerosis
por: Hatipoglu, Hasan, et al.
Publicado: (2015)

Validity of Cardiovascular Disease Event Ascertainment Using Linkage to UK Hospital Records
por: Kivimäki, Mika, et al.
Publicado: (2017)

Reliability of Geneological Cemetery Records in Ascertaining Vital Status in an Historical Cohort Study
por: Gwini, Stella, et al.
Publicado: (2017)

Developing and Validating a Prediction Model For Death or Critical Illness in Hospitalized Adults, an Opportunity for Human-Computer Collaboration
por: Verma, Amol A., et al.
Publicado: (2023)

Machine learning to deal with missing disability status: Ascertainment and imputation of outcomes should be distinguished
por: Kent, David M, et al.
Publicado: (2022)

Relationship between Expanded Disability Status Scale scores and the presence of temporomandibular disorders in patients with multiple sclerosis
por: Carvalho, Lucas Senra Corrêa, et al.
Publicado: (2018)

Validation of a machine learning approach to estimate expanded disability status scale scores for multiple sclerosis
por: Alves, Pedro, et al.
Publicado: (2022)

Association between Expanded Disability Status Scale score and dietary antioxidant capacity in patients with multiple sclerosis
por: Mungan, S., et al.
Publicado: (2023)

Empirical evaluation of language modeling to ascertain cancer outcomes from clinical text reports
por: Elmarakeby, Haitham A., et al.
Publicado: (2023)

Disability status and quality of life in multiple sclerosis: non-linearity of the Expanded Disability Status Scale (EDSS)
por: Twork, Sabine, et al.
Publicado: (2010)

Validation of de-identified record linkage to ascertain hospital admissions in a cohort study
por: Beauchamp, Alison, et al.
Publicado: (2011)

Ascertaining the optimal myoelectric signal recording duration for pattern recognition based prostheses control
por: Asogbon, Mojisola Grace, et al.
Publicado: (2023)

Evaluation of an algorithm ascertaining cases of osteonecrosis of the jaw in the Swedish National Patient Register
por: Bergdahl, Johan, et al.
Publicado: (2013)

On the Means of Ascertaining Infanticide
Publicado: (1826)

To Ascertain the Purity of Chloroform
Publicado: (1862)

The Expanded Disability Status Scale Score and Demographic Indexes Are Correlated with the Severity of Cognitive Impairment in Multiple Sclerosis Patients
por: Sadigh-Eteghad, Saeed, et al.
Publicado: (2021)

The Heritability of Amyotrophic Lateral Sclerosis in a Clinically Ascertained United States Research Registry
por: Wingo, Thomas S., et al.
Publicado: (2011)

Talk2Me: Automated linguistic data collection for personal assessment
por: Komeili, Majid, et al.
Publicado: (2019)

Validation of an Algorithm to Ascertain Late Breast Cancer Recurrence Using Danish Medical Registries
por: Pedersen, Rikke Nørgaard, et al.
Publicado: (2020)

Under-ascertainment of Aboriginality in records of cardiovascular disease in hospital morbidity and mortality data in Western Australia: a record linkage study
por: Briffa, Tom G, et al.
Publicado: (2010)

A Study on the Direct and Indirect Costs of Multiple Sclerosis Based on Expanded Disability Status Scale Score in Khuzestan, Iran
por: Torabipour, Amin, et al.
Publicado: (2014)

Reduced peripheral blood regulatory B cell levels are not associated with the Expanded Disability Status Scale score in multiple sclerosis
por: Guo, Shujun, et al.
Publicado: (2018)

Codesigning simulations and analyzing the process to ascertain principles of authentic and meaningful research engagement in childhood disability research
por: Micsinszki, Samantha K., et al.
Publicado: (2022)

The Ascertainment of Educationally Subnormal Children
por: Hargrove, Aphra
Publicado: (1962)

To Ascertain the Power of a Microscope
Publicado: (1869)

FMR1 CGG allele size and prevalence ascertained through newborn screening in the United States
por: Tassone, Flora, et al.
Publicado: (2012)

Cannot write session to /tmp/vufind_sessions/sess_6chne7a16a6qkndhq5m8g1ml7l