Evidence map›Paper›PMID 34320414›Full record

ArticleAcademic pediatrics2022

Validation of Neurologic Impairment Diagnosis Codes as Signifying Documented Functional Impairment in Hospitalized Children.

Katherine E Nelson, Vishakha Chakravarti, Catherine Diskin, Joanna Thomson, Eyal Cohen, Sanjay Mahant, Chris Feudtner, Kimberley Widger, Eleanor Pullenayegum, Jay G Berry and 1 more

Open access · greenAbstract read
In one paragraph

Article in Academic pediatrics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
0.8field-weighted citation impact, top 31% 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

9 citing papers in PubMed, 14 citations in OpenAlex.

  1. Article
  2. Hospital-Acquired Venous Thromboembolism Among Children With Tracheostomy: A North American Virtual Pediatric Systems Registry Study, 2016-2023.Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies · 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

11 authors at 7 institutions in 2 countries.

Katherine E NelsonPediatric Advanced Care Team, Hospital for Sick Children (KE Nelson, V Chakravarti, and K Widger), Toronto, Ontario, Canada; Division of Paediatric Medicine, Department of Paediatrics, Hospital for Sick Children (KE Nelson, C Diskin, E Cohen, and S Mahant), Toronto, Ontario, Canada; Child Health Evaluative Sciences, SickKids Research Institute (KE Nelson, V Chakravarti, E Cohen, S Mahant, and E Pullenayegum), Toronto, Ontario, Canada; Institute for Clinical Evaluative Sciences (KE Nelson, E Cohen, and S Mahant), Toronto, Ontario, Canada; Institute for Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto (KE Nelson, E Cohen, S Mahant, and E Pullenayegum), Toronto, Ontario, Canada. Electronic address: kate.nelson@sickkids.ca.
Vishakha ChakravartiPediatric Advanced Care Team, Hospital for Sick Children (KE Nelson, V Chakravarti, and K Widger), Toronto, Ontario, Canada; Child Health Evaluative Sciences, SickKids Research Institute (KE Nelson, V Chakravarti, E Cohen, S Mahant, and E Pullenayegum), Toronto, Ontario, Canada.
Catherine DiskinDivision of Paediatric Medicine, Department of Paediatrics, Hospital for Sick Children (KE Nelson, C Diskin, E Cohen, and S Mahant), Toronto, Ontario, Canada.
Joanna ThomsonDepartment of Pediatrics, University of Cincinnati College of Medicine (J Thomson), Cincinnati, Ohio; Division of Hospital Medicine, Cincinnati Children's Hospital Medical Center (J Thomson), Cincinnati, Ohio.
Eyal CohenDivision of Paediatric Medicine, Department of Paediatrics, Hospital for Sick Children (KE Nelson, C Diskin, E Cohen, and S Mahant), Toronto, Ontario, Canada; Child Health Evaluative Sciences, SickKids Research Institute (KE Nelson, V Chakravarti, E Cohen, S Mahant, and E Pullenayegum), Toronto, Ontario, Canada; Institute for Clinical Evaluative Sciences (KE Nelson, E Cohen, and S Mahant), Toronto, Ontario, Canada; Institute for Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto (KE Nelson, E Cohen, S Mahant, and E Pullenayegum), Toronto, Ontario, Canada; CanChild Centre for Childhood Disability Research, McMaster University (E Cohen and S Mahant), Hamilton, Ontario, Canada; Edwin S.H. Leong Centre for Healthy Children, University of Toronto (E Cohen), Toronto, Ontario, Canada.
Sanjay MahantDivision of Paediatric Medicine, Department of Paediatrics, Hospital for Sick Children (KE Nelson, C Diskin, E Cohen, and S Mahant), Toronto, Ontario, Canada; Child Health Evaluative Sciences, SickKids Research Institute (KE Nelson, V Chakravarti, E Cohen, S Mahant, and E Pullenayegum), Toronto, Ontario, Canada; Institute for Clinical Evaluative Sciences (KE Nelson, E Cohen, and S Mahant), Toronto, Ontario, Canada; Institute for Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto (KE Nelson, E Cohen, S Mahant, and E Pullenayegum), Toronto, Ontario, Canada; CanChild Centre for Childhood Disability Research, McMaster University (E Cohen and S Mahant), Hamilton, Ontario, Canada.
Chris FeudtnerThe Justin Michael Ingerman Center for Palliative Care, Children's Hospital of Philadelphia (C Feudtner), Philadelphia, Pa; Departments of Pediatrics and Medical Ethics and Health Policy, Perelman School of Medicine, University of Pennsylvania (C Feudtner), Philadelphia, Pa.
Kimberley WidgerPediatric Advanced Care Team, Hospital for Sick Children (KE Nelson, V Chakravarti, and K Widger), Toronto, Ontario, Canada; Lawrence S. Bloomberg Faculty of Nursing, University of Toronto (K Widger), Toronto, Ontario, Canada.
Eleanor PullenayegumChild Health Evaluative Sciences, SickKids Research Institute (KE Nelson, V Chakravarti, E Cohen, S Mahant, and E Pullenayegum), Toronto, Ontario, Canada; Institute for Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto (KE Nelson, E Cohen, S Mahant, and E Pullenayegum), Toronto, Ontario, Canada.
Jay G BerryComplex Care, Division of General Pediatrics, Children's Hospital Boston (JG Berry), Boston, Mass; Department of Pediatrics, Harvard Medical School (JG Berry), Boston, Mass.
James A FeinsteinAdult and Child Consortium for Health Outcomes Research and Delivery Science, University of Colorado and Children's Hospital Colorado (JA Feinstein), Aurora, Colo.
Hospital for Sick Children · CAInstitute for Work & Health · CABoston Children's Hospital · USChildren's Hospital Colorado · USChildren's Hospital of Philadelphia · USCincinnati Children's Hospital Medical Center · USUniversity of Toronto · CA

Funding

Enhancing Medication Safety in Children with Polypharmacy Using Parent-Reported Symptom AssessmentsK23HD091295 · NICHD · UNIVERSITY OF COLORADO DENVER · PI FEINSTEIN, JAMES A · 2017 to 2021
$826k
Hospital Management of Acute Respiratory Illness in Children with Neurologic Impairment.K08HS025138 · AHRQ · CINCINNATI CHILDRENS HOSP MED CTR · PI THOMSON, JOANNA · 2017 to 2021
$741k
AHRQ HHS K08 HS025138NICHD NIH HHS K23 HD091295
6 · The paper itself

Abstract

objectiveTo assess the performance of previously published high-intensity neurologic impairment (NI) diagnosis codes in identification of hospitalized children with clinical NI.

methodsRetrospective study of 500 randomly selected discharges in 2019 from a freestanding children's hospital. All charts were reviewed for 1) NI discharge diagnosis codes and 2) documentation of clinical NI (a neurologic diagnosis and indication of functional impairment like medical technology). Test statistics of clinical NI were calculated for discharges with and without an NI diagnosis code. A sensitivity analysis varied the threshold for "substantial functional impairment." Secondary analyses evaluated misclassified discharges and a more stringent definition for NI.

resultsDiagnosis codes identified clinically documented NI with 88.1% (95% confidence interval [CI]: 84.7, 91) specificity, and 79.4% (95% CI: 67.3, 88.5) sensitivity; negative predictive value (NPV) was 96.7% (95% CI: 94.8, 98.0), and positive predictive value (PPV) was 49% (95% CI: 42, 56.1). Including children with milder functional impairment (lower threshold) resulted in NPV of 95.7% and PPV of 77.5%. Restricting to children with more severe functional impairment (higher threshold) resulted in NPV of 98.2% and PPV of 44.1%. Misclassification was primarily due to inclusion of children without functional impairments. A more stringent NI definition including diagnosis codes for NI and feeding tubes had a specificity of 98.4% (95% CI: 96.7-99.3) and sensitivity of 28.6% (19.4-41.3).

conclusionsAll scenarios evaluated demonstrated high NPV and low-to-moderate PPV of the diagnostic code list. To maximize clinical utility, NI diagnosis codes should be used with strategies to mitigate the risk of misclassification.

Indexed as

International Classification of DiseasesNervous System DiseasesChildChild, HospitalizedHumansPatient DischargeRetrospective Studiesclinical validationhealth administrative dataneurologic impairment

Identifiers

PMID34320414
PMCPMC8786975
OpenAlexW3185166753

What OpenQuestion holds

Textmetadata
LicenceTDM
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.