Evidence map›Paper›PMID 37075966›Full record

ArticleArchives of physical medicine and rehabilitation2023

Using Billing Codes to Create a Pediatric Functional Status e-Score for Children Receiving Inpatient Rehabilitation.

Jennifer P Lundine, Jared D Huling, P David Adelson, Randall S Burd, Molly Fuentes, Juliet Haarbauer-Krupa, Kaitlin Hagen, Cynthia Iske, Christine Koterba, Brad G Kurowski and 6 more

Abstract read
In one paragraph

Article in Archives of physical medicine and rehabilitation, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

16 authors.

Jennifer P LundineDepartment of Speech & Hearing Science, The Ohio State University, Columbus, OH; Division of Clinical Therapies & Inpatient Rehabilitation Program, Nationwide Children's Hospital, Columbus, OH. Electronic address: lundine.4@osu.edu.
Jared D HulingDivision of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN.
P David AdelsonRockefeller Neuroscience Institute and West Virginia, University Medicine Children's Neuroscience Center, Morgantown, WV.
Randall S BurdDivision of Trauma and Burn Surgery, Children's National Hospital, Washington, DC.
Molly FuentesDepartment of Rehabilitation Medicine, University of Washington, Seattle, WA.
Juliet Haarbauer-KrupaDepartment of Pediatrics, Emory University School of Medicine, Atlanta, GA.
Kaitlin HagenInternational Center for Spinal Cord Injury, Kennedy Krieger Institute and Johns Hopkins School of Medicine, Baltimore, MD.
Cynthia IskeInpatient Rehabilitation Program, Nationwide Children's Hospital, Columbus, OH.
Christine KoterbaDivision of Pediatric Psychology and Neuropsychology, Department of Pediatrics, The Ohio State University College of Medicine, and Nationwide Children's Hospital, Columbus, OH.
Brad G KurowskiDivision of Pediatric Rehabilitation Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH; Departments of Pediatrics and Neurology and Rehabilitation Medicine, University of Cincinnati College of Medicine, Cincinnati, OH.
Stephanie PetrucciInpatient Rehabilitation Program, Nationwide Children's Hospital, Columbus, OH.
Sean C RoseDivision of Neurology, Department of Pediatrics, Nationwide Children's Hospital and The Ohio State University College of Medicine, Columbus, OH.
Cristina L SadowskyInternational Center for Spinal Cord Injury, Kennedy Krieger Institute and Johns Hopkins School of Medicine, Baltimore, MD.
Jennifer WestendorfDivision of Occupational Therapy and Physical Therapy, Cincinnati Children's Hospital Medical Center, Cincinnati, OH.
Annie TrueloveAbigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH.
Julie C LeonardAbigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH; Division of Emergency Medicine, Department of Pediatrics, The Ohio State University College of Medicine, and Nationwide Children's Hospital, Columbus, OH.

Funding

Sleep and Circadian Dysfunction, Brain and Neurobehavioral Development in AutismP50HD103538 · NICHD · HUGO W. MOSER RES INST KENNEDY KRIEGER · PI S. Ali Fatemi, Bradley L Schlaggar · 2020 to 2026
$9.9M
Pilot Study to Develop a Functional Status Score for Children with Acute Neurologic Illnesses and InjuriesR03HD101083 · NICHD · OHIO STATE UNIVERSITY · PI HULING, JARED D, LUNDINE, JENNIFER P · 2020 to 2021
$316k
NICHD NIH HHS P50 HD103538NICHD NIH HHS R03 HD101083
6 · The paper itself

Abstract

objectiveProvide proof-of-concept for development of a Pediatric Functional Status eScore (PFSeS). Demonstrate that expert clinicians rank billing codes as relevant to patient functional status and identify the domains that codes inform in a way that reliably matches analytical modeling.

designRetrospective chart review, modified Delphi, and nominal group techniques.

settingLarge, urban, quaternary care children's hospital in the Midwestern United States.

participantsData from 1955 unique patients and 2029 hospital admissions (2000-2020); 12 expert consultants representing the continuum of rehabilitation care reviewed 2893 codes (procedural, diagnostic, pharmaceutical, durable medical equipment).

main outcome measuresConsensus voting to determine whether codes were associated with functional status at discharge and, if so, what domains they informed (self-care, mobility, cognition/ communication).

resultsThe top 250 and 500 codes identified by statistical modeling were mostly composed of codes selected by the consultant panel (78%-80% of the top 250 and 71%-78% of the top 500). The results provide evidence that clinical experts' selection of functionally meaningful codes corresponds with codes selected by statistical modeling as most strongly associated with WeeFIM domain scores. The top 5 codes most strongly related to functional independence ratings from a domain-specific assessment indicate clinically sensible relationships, further supporting the use of billing data in modeling to create a PFSeS.

conclusionsDevelopment of a PFSeS that is predicated on billing data would improve researchers' ability to assess the functional status of children who receive inpatient rehabilitation care for a neurologic injury or illness. An expert clinician panel, representing the spectrum of medical and rehabilitative care, indicated that proposed statistical modeling identifies relevant codes mapped to 3 important domains: self-care, mobility, and cognition/communication.

Indexed as

Functional StatusInpatientsActivities of Daily LivingChildHumansRetrospective StudiesSelf CareChildComparative effectiveness researchDelphi techniqueFunctionPediatricsRehabilitation

Identifiers

PMID37075966
PMCPMC10579455

What OpenQuestion holds

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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.