ArticleJAMA network open2019
Measurement of Fall Injury With Health Care System Data and Assessment of Inclusiveness and Validity of Measurement Models.
Article in JAMA network open, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 45 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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
45 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A systematic review of chiropractic care for fall prevention: rationale, state of the evidence, and recommendations for future research.BMC musculoskeletal disorders · 2022Pooled it
- Endpoint assessment via routinely collected data generates estimates comparable to randomized controlled trial data: analysis of a cluster-randomized trial on fall injury prevention.Journal of clinical epidemiology · 2025Trial
- Identifying fall-related injuries in older adults using ICD-10 injury codes : Validation study of emergency department patients with and without subsequent hospitalization.Zeitschrift fur Gerontologie und Geriatrie · 2026Article
- The rate of and risk factors for falls among patients with cirrhosis: A multicenter study.Hepatology communications · 2026Article
- Evaluating the Association of a Self-Guided, Asynchronous, Balance Exercise Application on Fall-Related Injuries.Journal of the American Geriatrics Society · 2026Article
- Assigning Probable Dementia Status Using Routinely Collected Electronic Health Record Data.Journal of the American Geriatrics Society · 2026Article
- A Supervised Text-Embedded Transformer Matching Model to Detect Fall Injuries in Medicare Data.medRxiv : the preprint server for health sciences · 2026Article
- Association Between Upper Limb Injury and Risk of Falls: A Nationwide Population-Based Cohort Study.Journal of clinical medicine · 2026Article
- Development of phenotype algorithms for the detection of adverse events in electronic health record data: a multicentre study.BMJ open · 2026Article
- Falls and Fall-Related Injuries and Hospitalizations in Autistic Older Adults: A Medicare Data Study.Autism : the international journal of research and practice · 2026Article
- Examining individual serotonin and norepinephrine reuptake inhibitors and fall-related hospitalizations in older adults.The mental health clinician · 2026Article
- Decision-Making and Downstream Outcomes of the Gabapentinoid-Diuretic Prescribing Cascade.JAMA network open · 2025Article
- Continuous Glucose Monitoring in Insulin-Treated Older Adults With Diabetes and Alzheimer Disease and Related Dementias.JAMA network open · 2025Article
- Quantifying Spatial Shadow Zones and Their Association With Hospital Falls in Acute Care Unit: Real-Time Location System Observational Study.JMIR formative research · 2025Observational
- Longitudinal patterns of antidepressant and benzodiazepine use associated with injurious falls in older adults with depression: a retrospective cohort study.BMC medicine · 2025Article
- Article
- Associations between rural hospital closures and acute and post-acute care access and outcomes.Health services research · 2025Article
- Rates and predictors of opioid deprescribing after fracture: A retrospective study of Medicare fee-for-service claims.Journal of the American Geriatrics Society · 2025Article
- Fall Risk Assessment and Prevention Strategies in Nursing Homes: A Narrative Review.Healthcare (Basel, Switzerland) · 2025Review
- Association of Coprescribing of Gabapentinoid and Other Psychoactive Medications With Altered Mental Status and Falls in Adults Receiving Dialysis.American journal of kidney diseases : the official journal of the National Kidney Foundation · 2025Observational
Corrections and comments
- Erratum issuedError in Byline.2019
Authors and funding
6 authors.
Funding
Abstract
Importance: National injury surveillance systems use administrative data to collect information about severe fall-related trauma and mortality. Measuring milder injuries in ambulatory clinics would improve comprehensive outcomes measurement across the care spectrum. Objectives: To assess a flexible set of administrative data-only algorithms for health systems to capture a greater breadth of injuries than traditional fall injury surveillance algorithms and to quantify the algorithm inclusiveness and validity associated with expanding to milder injuries. Design, Setting, and Participants: In this longitudinal diagnostic study of 13 939 older adults (≥65 years) in the nationally representative Health and Retirement Study, a survey was conducted every 2 years and was linked to hospital, emergency department, postacute skilled nursing home, and outpatient Medicare claims (2000-2012). During each 2-year observation period, participants were considered to have sustained a fall-related injury (FRI) based on a composite reference standard of having either an external cause of injury (E-code) or confirmation by the Health and Retirement Study patient interview. A framework involving 3 algorithms with International Classification of Diseases, Ninth Revision codes that extend FRI identification with administrative data beyond the use of fall-related E-codes was developed: an acute care algorithm (head and face or limb, neck, and trunk injury reported at the hospital or emergency department), a balanced algorithm (all acute care algorithm injuries plus severe nonemergency outpatient injuries), and an inclusive algorithm (almost all injuries). Data were collected from January 1, 1998, through December 31, 2012, and statistical analysis was performed from August 1, 2016, to March 1, 2019. Main Outcomes and Measures: Validity, measured as the proportion of potential FRI diagnoses confirmed by the reference standard, and inclusiveness, measured as the proportion of reference-standard FRIs captured by the potential FRI diagnoses. Results: Of 13 939 participants, 1672 (42.4%) were male, with a mean (SD) age of 77.56 (7.63) years. Among 50 310 observation periods, 9270 potential FRI diagnoses (18.4%) were identified; these were tested against 8621 reference-standard FRIs (17.1%). Compared with the commonly used method of E-coded-only FRIs (2-year incidence, 8.8% [95% CI, 8.6%-9.1%]; inclusion of 51.5% [95% CI, 50.4%-52.5%] of the reference-standard FRIs), FRI inclusion was increased with use of the study framework of algorithms. With the acute care algorithm (2-year incidence, 12.6% [95% CI, 12.4%-12.9%]), validity was prioritized (88.6% [95% CI, 87.4%-89.8%]) over inclusiveness (62.1% [95% CI, 61.1%-63.1%]). The balanced algorithm showed a 2-year incidence of 14.6% (95% CI, 14.3%-14.9%), inclusion of 65.3% (95% CI, 64.3%-66.3%), and validity of 83.2% (95% CI, 81.9%-84.6%). With the inclusive algorithm, the number of potential FRIs increased compared with the E-code-only method (2-year incidence, 17.4% [95% CI, 17.1%-17.8%]; inclusion, 68.4% [95% CI, 67.4%-69.3%]; validity, 75.2% [95% CI, 73.7%-76.6%]). Conclusions and Relevance: The findings suggest that use of algorithms with International Classification of Diseases, Ninth Revision codes may increase inclusion of FRIs by health care systems compared with E-codes and that these algorithms may be used by health systems to evaluate interventions and quality improvement efforts.
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