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Topic evolution before fall incidents in new fallers through natural language processing of general practitioners’ clinical notes

https://doi.org/10.1093/ageing/afae016
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s00198-019-05190-5openalex-snapshot
The association between chronic kidney disease, falls, and fractures: a systematic review and meta-analysis
inferredcites →https://doi.org/10.1007/s11606-019-05106-3openalex-snapshot
The Association Between Polypharmacy and Physical Function in Older Adults: a Systematic Review
inferredcites →https://doi.org/10.1016/j.amepre.2012.03.008openalex-snapshot
Gender Differences in Seeking Care for Falls in the Aged Medicare Population
inferredcites →https://doi.org/10.1016/j.archger.2020.104020openalex-snapshot
The link between falls, social isolation and loneliness: A systematic review
inferredcites →https://doi.org/10.1016/j.jamda.2017.12.013openalex-snapshot
Fall-Risk-Increasing Drugs: A Systematic Review and Meta-Analysis: I. Cardiovascular Drugs
inferredcites →https://doi.org/10.1016/j.jamda.2017.12.098openalex-snapshot
Fall-Risk-Increasing Drugs: A Systematic Review and Meta-Analysis: II. Psychotropics
inferredcites →https://doi.org/10.1016/j.jamda.2017.12.099openalex-snapshot
Fall-Risk-Increasing Drugs: A Systematic Review and Meta-analysis: III. Others
inferredcites →https://doi.org/10.1016/j.jbi.2017.07.012openalex-snapshot
Natural language processing systems for capturing and standardizing unstructured clinical information: A systematic review
inferredcites →https://doi.org/10.1016/j.jsr.2016.05.001openalex-snapshot
The direct costs of fatal and non-fatal falls among older adults — United States
inferredcites →https://doi.org/10.1016/j.maturitas.2020.10.021openalex-snapshot
Risk factors for recurrent falls in older adults: A systematic review with meta-analysis
inferredcites →https://doi.org/10.1056/nejmcp1903252openalex-snapshot
Prevention of Falls in Community-Dwelling Older Adults
inferredcites →https://doi.org/10.1080/13607863.2020.1841735openalex-snapshot
Associations of neuroticism with falls in older adults: do psychological factors mediate the association?
inferredcites →https://doi.org/10.1093/ageing/afac205openalex-snapshot
World guidelines for falls prevention and management for older adults: a global initiative
inferredcites →https://doi.org/10.1093/ageing/afad046openalex-snapshot
Predicting future falls in older people using natural language processing of general practitioners’ clinical notes
inferredcites →https://doi.org/10.1093/gerona/glab311openalex-snapshot
Development and Internal Validation of a Risk Prediction Model for Falls Among Older People Using Primary Care Electronic Health Records
inferredcites →https://doi.org/10.1097/ede.0b013e3181e89905openalex-snapshot
Risk Factors for Falls in Community-dwelling Older People
inferredcites →https://doi.org/10.1111/joim.12843openalex-snapshot
Multimorbidity and functional impairment–bidirectional interplay, synergistic effects and common pathways
inferredcites →https://doi.org/10.1136/injuryprev-2019-043286openalex-snapshot
The global burden of falls: global, regional and national estimates of morbidity and mortality from the Global Burden of Disease Study 2017
inferredcites →https://doi.org/10.1145/1143844.1143859openalex-snapshot
Dynamic topic models
inferredcites →https://doi.org/10.1145/3507900openalex-snapshot
The Evolution of Topic Modeling
inferredcites →https://doi.org/10.1177/20420986211030371openalex-snapshot
Inappropriate medications and physical function: a systematic review
inferredcites →https://doi.org/10.1186/s12199-021-00936-2openalex-snapshot
Cross-sectional study of individual and environmental factors associated with life-space mobility among community-dwelling independent older people
inferredcites →https://doi.org/10.1186/s12877-022-03613-3openalex-snapshot
Trajectories of mobility difficulty and falls in community-dwelling adults aged 50 + in Taiwan from 2003 to 2015
inferredcites →https://doi.org/10.1186/s12882-015-0173-7openalex-snapshot
Renal disease and accidental falls: a review of published evidence
inferredcites →https://doi.org/10.1371/journal.pone.0234787openalex-snapshot
Epidemiology of fall and its socioeconomic risk factors in community-dwelling Korean elderly
inferredcites →https://doi.org/10.1371/journal.pone.0251711openalex-snapshot
The impact of urinary incontinence on falls: A systematic review and meta-analysis
inferredcites →https://doi.org/10.18637/jss.v042.i08openalex-snapshot
MatchIt : Nonparametric Preprocessing for Parametric Causal Inference
inferredcites →https://doi.org/10.2196/16970openalex-snapshot
Predicting Inpatient Falls Using Natural Language Processing of Nursing Records Obtained From Japanese Electronic Medical Records: Case-Control Study
inferredcites →https://doi.org/10.32614/r.manualsopenalex-snapshot
R: A Language and Environment for Statistical Computing
inferredcites →https://doi.org/10.3389/fmed.2022.1019094openalex-snapshot
Risk factors for falls among community-dwelling older adults: A systematic review and meta-analysis
inferredcites →https://doi.org/10.3390/su11123253openalex-snapshot
Environmental Factors Associated with Older Adult’s Walking Behaviors: A Systematic Review of Quantitative Studies
inferredcites →https://doi.org/10.48550/arxiv.2203.05794openalex-snapshot
BERTopic: Neural topic modeling with a class-based TF-IDF procedure
inferredcites →https://doi.org/10.5334/egems.237openalex-snapshot
What Can We Learn about Fall Risk Factors from EHR Nursing Notes? A Text Mining Study
inferredcites →https://doi.org/10.7551/mitpress/1120.003.0082openalex-snapshot
Latent Dirichlet Allocation

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4784955openalex-extracted
Medroberta.Nl: An Anonymous Dutch Medical Language Model Pre-Trained on Electronic Health Records
inferred← citeshttps://doi.org/10.1016/j.artmed.2025.103148openalex-snapshot
Creating, anonymizing and evaluating the first medical language model pre-trained on Dutch Electronic Health Records: MedRoBERTa.nl
inferred← citeshttps://doi.org/10.1186/s12911-026-03417-0openalex-snapshot
Natural language processing for geriatric syndromes: a systematic review of methods, applications, and challenges
inferred← citeshttps://doi.org/10.1371/journal.pone.0343136openalex-snapshot
Attitudes and participation in fall risk management: A tripartite, multicenter cross-sectional study of physicians, nurses, and patients
inferred← citeshttps://doi.org/10.3389/fpubh.2024.1416214openalex-snapshot
Regional differences in the Association of Healthy Aging with the incidence of falls: an analysis based on the China Health and Retirement Longitudinal Study from 2011 to 2020
inferred← citeshttps://doi.org/10.3390/healthcare14020282openalex-snapshot
A Systematic Review of Topic Modeling Techniques for Electronic Health Records
inferred← citeshttps://doi.org/10.3390/metrics2020005openalex-snapshot
Mapping Data-Driven Research Impact Science: The Role of Machine Learning and Artificial Intelligence
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