Evidence map›Paper›PMID 33917348›Full record

ArticleInternational journal of environmental research and public health2021

Predictive Model of Gait Recovery at One Month after Hip Fracture from a National Cohort of 25,607 Patients: The Hip Fracture Prognosis (HF-Prognosis) Tool.

Cristina González de Villaumbrosia, Pilar Sáez López, Isaac Martín de Diego, Carmen Lancho Martín, Marina Cuesta Santa Teresa, Teresa Alarcón, Cristina Ojeda Thies, Rocío Queipo Matas, Juan Ignacio González-Montalvo, On Behalf Of The Participants In The Spanish National Hip Fracture Registry

Open access · goldAbstract read
In one paragraph

Article in International journal of environmental research and public health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed
3.8field-weighted citation impact, top 6% of its field
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

13 citing papers in PubMed, 23 citations in OpenAlex.

  1. Article
  2. Article
  3. Observational
  4. Article
  5. Article
  6. Article
  7. Article
  8. Evaluation of mobility recovery after hip fracture: a scoping review of randomized controlled studies.Osteoporosis international : a journal established as result of cooperation between the European Foundation for Osteoporosis and the National Osteoporosis Foundation of the USA · 2024
    Article
  9. Article
  10. Article
  11. Article
  12. International journal of environmental research and public health · 2021
    Article
  13. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors at 4 institutions in 1 country.

Cristina González de VillaumbrosiaHospital Universitario Rey Juan Carlos, Universidad Rey Juan Carlos, 28933 Móstoles, Spain.ORCID 0000-0002-1265-5149
Pilar Sáez LópezHospital Universitario Fundación Alcorcón, Instituto de Investigación Hospital Universitario La Paz, 28046 Madrid, Spain.ORCID 0000-0002-9467-7746
Isaac Martín de DiegoData Science Lab, Universidad Rey Juan Carlos, 28933 Móstoles, Spain.ORCID 0000-0001-5197-2932
Carmen Lancho MartínData Science Lab, Universidad Rey Juan Carlos, 28933 Móstoles, Spain.ORCID 0000-0002-4674-1598
Marina Cuesta Santa TeresaData Science Lab, Universidad Rey Juan Carlos, 28933 Móstoles, Spain.
Teresa AlarcónHospital Universitario La Paz, Instituto de Investigación Hospital Universitario La Paz, 28046 Madrid, Spain.
Cristina Ojeda ThiesHospital Universitario 12 De Octubre, 28041 Madrid, Spain.
Rocío Queipo MatasData Science Lab, Universidad Europea de Madrid, 28005 Madrid, Spain.
Juan Ignacio González-MontalvoHospital Universitario La Paz, Instituto de Investigación Hospital Universitario La Paz, 28046 Madrid, Spain.
On Behalf Of The Participants In The Spanish National Hip Fracture Registry
Universidad Rey Juan Carlos · ESHospital Universitario La Paz · ESHospital Universitario 12 De Octubre · ESUniversidad Europea de Madrid · ES

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The aim of this study was to develop a predictive model of gait recovery after hip fracture. Data was obtained from a sample of 25,607 patients included in the Spanish National Hip Fracture Registry from 2017 to 2019. The primary outcome was recovery of the baseline level of ambulatory capacity. A logistic regression model was developed using 40% of the sample and the model was validated in the remaining 60% of the sample. The predictors introduced in the model were: age, prefracture gait independence, cognitive impairment, anesthetic risk, fracture type, operative delay, early postoperative mobilization, weight bearing, presence of pressure ulcers and destination at discharge. Five groups of patients or clusters were identified by their predicted probability of recovery, including the most common features of each. A probability threshold of 0.706 in the training set led to an accuracy of the model of 0.64 in the validation set. We present an acceptably accurate predictive model of gait recovery after hip fracture based on the patients' individual characteristics. This model could aid clinicians to better target programs and interventions in this population.

Indexed as

Hip FracturesCohort StudiesEarly AmbulationGaitHumansWeight-Bearinggait recoveryhip fracturepredictive model

Identifiers

PMID33917348
PMCPMC8038738
OpenAlexW3150225879

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.