ArticleAMIA ... Annual Symposium proceedings. AMIA Symposium2018
Disease Trajectories and End-of-Life Care for Dementias: Latent Topic Modeling and Trend Analysis Using Clinical Notes.
Article in AMIA ... Annual Symposium proceedings. AMIA Symposium, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers, 2 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
27 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Extracting social determinants of health from electronic health records using natural language processing: a systematic review.Journal of the American Medical Informatics Association : JAMIA · 2021Pooled it
- Use of Machine Learning and Artificial Intelligence Methods in Geriatric Mental Health Research Involving Electronic Health Record or Administrative Claims Data: A Systematic Review.Frontiers in psychiatry · 2021Pooled it
- Review
- A topic modeling analysis of stigma dimensions, social, and related behavioral circumstances in clinical notes among patients with HIV.International journal of medical informatics · 2026Article
- A Systematic Review of Topic Modeling Techniques for Electronic Health Records.Healthcare (Basel, Switzerland) · 2026Review
- Understanding Gender-Specific Daily Care Preferences: Topic Modeling Study.Journal of medical Internet research · 2025Article
- Younger and Older Adults' Aging Well Construals: A Quantitative Word Use and Topics Comparison.Gerontology · 2025Article
- Extracting social support and social isolation information from clinical psychiatry notes: comparing a rule-based natural language processing system and a large language model.Journal of the American Medical Informatics Association : JAMIA · 2025Article
- Social Phenotyping for Cardiovascular Risk Stratification in Electronic Health Registries.Current atherosclerosis reports · 2024Review
- Place of care in the last three years of life for Medicare beneficiaries.BMC geriatrics · 2024Article
- Large language models to identify social determinants of health in electronic health records.NPJ digital medicine · 2024Article
- Natural language processing to identify social determinants of health in Alzheimer's disease and related dementia from electronic health records.Health services research · 2023Article
- An NLP approach to identify SDoH-related circumstance and suicide crisis from death investigation narratives.Journal of the American Medical Informatics Association : JAMIA · 2023Article
- Can Patients with Dementia Be Identified in Primary Care Electronic Medical Records Using Natural Language Processing?Journal of healthcare informatics research · 2023Article
- Machine learning approaches for electronic health records phenotyping: a methodical review.Journal of the American Medical Informatics Association : JAMIA · 2023Article
- Semi-automated Clinical Content Curation of COVID-19 Chatbot Remote Patient Monitoring Solution.AMIA ... Annual Symposium proceedings. AMIA Symposium · 2022Article
- State Legislators' Divergent Social Media Response to the Opioid Epidemic from 2014 to 2019: Longitudinal Topic Modeling Analysis.Journal of general internal medicine · 2021Article
- Development and Validation of a Deep Learning Model for Earlier Detection of Cognitive Decline From Clinical Notes in Electronic Health Records.JAMA network open · 2021Article
- Adaptation of an NLP system to a new healthcare environment to identify social determinants of health.Journal of biomedical informatics · 2021Article
- Automated Coding of Under-Studied Medical Concept Domains: Linking Physical Activity Reports to the International Classification of Functioning, Disability, and Health.Frontiers in digital health · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Despite the increasing prevalence, growing costs, and high mortality of dementia in older adults in the U.S., little is known about the course of these diseases and what care dementia patients receive in their final years of life. Using a large volume of clinical notes of dementia patients over the last two years of life, we conducted automatic topic modeling to capture the trends of various themes mentioned in care provider notes, including patients' physical function status, mental health, falls, nutrition and feeding, infections, hospital care, intensive care, end-of-life care, and family and social supports. Our research contributes to the adoption and evaluation of an unsupervised machine learning method using large amounts of retrospective free-text electronic health record data to discover and understand illness and health care trajectories.
Indexed as
Identifiers
30815148PMC6371376What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.