Evidence map›Paper›PMID 32698900›Full record

ArticleBMC musculoskeletal disorders2020

Reference chart for knee flexion following total knee arthroplasty: a novel tool for monitoring postoperative recovery.

Andrew J Kittelson, Jordi Elings, Kathryn Colborn, Thomas J Hoogeboom, Jesse C Christensen, Nico L U van Meeteren, Stef van Buuren, Jennifer E Stevens-Lapsley

Open access · goldAbstract read
In one paragraph

Article in BMC musculoskeletal disorders, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
3.3field-weighted citation impact, top 7% 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

12 citing papers in PubMed, 34 citations in OpenAlex.

  1. Efficacy of Active Exercises to Improve Range of Motion in Knee Joint After Total Knee Arthroplasty. A Randomized Controlled Trial.Physiotherapy research international : the journal for researchers and clinicians in physical therapy · 2026
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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

8 authors at 5 institutions in 2 countries.

Andrew J KittelsonPhysical Therapy Program, Department of Physical Medicine and Rehabilitation, University of Colorado, Aurora, CO, USA. andy.kittelson@umontana.edu.
Jordi ElingsDepartment of Physiotherapy, University of Maastricht, Maastricht, The Netherlands.
Kathryn ColbornDepartment of Biostatistics and Informatics, University of Colorado, Aurora, CO, USA.
Thomas J HoogeboomRadboud university medical Center, Radboud Institute for Health Sciences, IQ healthcare, Nijmegen, The Netherlands.
Jesse C ChristensenDepartment of Physical Therapy and Athletic Training, University of Utah, Salt Lake City, Utah, USA.
Nico L U van MeeterenDepartment of Physiotherapy, University of Maastricht, Maastricht, The Netherlands.
Stef van BuurenNetherlands Organization for Applied Scientific Research TNO, Leiden, The Netherlands.
Jennifer E Stevens-LapsleyPhysical Therapy Program, Department of Physical Medicine and Rehabilitation, University of Colorado, Aurora, CO, USA.
University of Colorado Anschutz Medical Campus · USMaastricht University · NLRadboud University Nijmegen · NLUniversity of Utah · USUtrecht University · NL

Funding

MULTICENTER CAREER DEVELOPMENT PROGRAM FOR PHYSICAL AND OCCUPATIONAL THERAPYK12HD055931 · NICHD · WASHINGTON UNIVERSITY · PI HAYES, MARCIE HARRIS · 2007 to 2021
$12.7M
Novel Strategies for Personalized Clinical Decisions in Knee ArthroplastyR01HS025692 · AHRQ · UNIVERSITY OF COLORADO DENVER · PI STEVENS-LAPSLEY, JENNIFER E. · 2018 to 2022
$1.8M
Developing Individualized Estimates of Patient Prognosis Following Knee ReplacementR03HS024316 · AHRQ · UNIVERSITY OF COLORADO DENVER · PI STEVENS-LAPSLEY, JENNIFER E. · 2016 to 2017
$100k
AHRQ HHS R01 HS025692AHRQ HHS R03 HS024316NICHD NIH HHS K12 HD055931NIH HHS K12 HD055931
6 · The paper itself

Abstract

backgroundClinicians and patients lack an evidence-based framework by which to judge individual-level recovery following total knee arthroplasty (TKA) surgery, thus impeding personalized treatment approaches for this elective surgery. Our study aimed to develop and validate a reference chart for monitoring recovery of knee flexion following TKA surgery.

methodsRetrospective analysis of data collected in routine rehabilitation practice for patients following TKA surgery. Reference charts were constructed using Generalized Additive Models for Location Scale and Shape. Various models were compared using the Schwarz Bayesian Criterion, Mean Squared Error in 5-fold cross validation, and centile coverage (i.e. the percent of observed data represented below specified centiles). The performance of the reference chart was then validated against a test set of patients with later surgical dates, by examining the centile coverage and average bias (i.e. difference between observed and predicted values) in the test dataset.

resultsA total of 1173 observations from 327 patients were used to develop a reference chart for knee flexion over the first 120 days following TKA. The best fitting model utilized a non-linear time trend, with smoothing splines for median and variance parameters. Additionally, optimization of the number of knots in smoothing splines and power transformation of time improved model fit. The reference chart performed adequately in a test set of 171 patients (377 observations), with accurate centile coverage and minimal average bias (< 3 degrees).

conclusionA reference chart developed with clinically collected data offers a new approach to monitoring knee flexion following TKA.

Indexed as

Arthroplasty, Replacement, KneeOsteoarthritis, KneeBayes TheoremHumansKnee JointPostoperative PeriodRange of Motion, ArticularRetrospective StudiesClinical decision makingGeneralized additive models for location scale and shapeMonitoring

Identifiers

PMID32698900
PMCPMC7376933
OpenAlexW3044659322

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.