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Record W4387312781 · doi:10.1093/ofid/ofad485

Impact of SARS-CoV-2 Infection on the Association Between Laboratory Tests and Severe Outcomes Among Hospitalized Children

2023· article· en· W4387312781 on OpenAlexafffund
Jianling Xie, Nathan Kuppermann, Todd A. Florin, Daniel J. Tancredi, Anna Funk, Kelly Kim, Marina I. Salvadori, Adriana Yock‐Corrales, Nipam Shah, Kristen Breslin, Pradip P. Chaudhari, Kelly R. Bergmann, Fahd A. Ahmad, Jasmine R. Nebhrajani, Santiago Mintegi, Iker Gangoiti, Amy C. Plint, Usha Avva, Michael Gardiner, Richard Malley, Yaron Finkelstein, Stuart R. Dalziel, Maala Bhatt, Nirupama Kannikeswaran, Kerry Caperell, Carmen Campos, Vikram Sabhaney, Shu‐Ling Chong, Maren M. Lunoe, Alexander J. Rogers, Sarah M. Becker, Meredith L Borland, Laura F. Sartori, Viviana Pavlicich, Pedro Rino, Andrea K. Morrison, Mark I. Neuman, Naveen Poonai, Norma-Jean E. Simon, April Kam, Maria Y. Kwok, Claudia R. Morris, Laura Palumbo, Lilliam Ambroggio, Nidhya Navanandan, Michelle Eckerle, Terry P. Klassen, Daniel C. Payne, Jonathan C. Cherry, Muhammad Waseem, Andrew Dixon, Isabel Beneyto Ferré, Stephen B. Freedman

Bibliographic record

VenueOpen Forum Infectious Diseases · 2023
Typearticle
Languageen
FieldMedicine
TopicCOVID-19 Clinical Research Studies
Canadian institutionsUniversity of AlbertaDalhousie UniversityUniversity of ManitobaMcMaster Children's HospitalWestern UniversityUniversity of CalgaryChildren's Hospital of Eastern OntarioUniversity of British ColumbiaHospital for Sick ChildrenUniversity of OttawaPublic Health Agency of Canada
FundersCanadian Institutes of Health ResearchAlberta Children's Hospital Research InstituteCure KidsCincinnati Children's Hospital Medical CenterUniversity of California, DavisUniversity of CalgaryAlberta Health ServicesChildren's Hospital FoundationWashington University in St. LouisUniversity of CaliforniaAlberta Children's Hospital FoundationOPEC Fund for International Development
KeywordsMedicineProcalcitoninOdds ratioInternal medicineSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Coronavirus disease 2019 (COVID-19)Cross-sectional studySeverity of illnessConfidence intervalPediatricsSepsis

Abstract

fetched live from OpenAlex

Abstract Background To assist clinicians with identifying children at risk of severe outcomes, we assessed the association between laboratory findings and severe outcomes among severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)–infected children and determined if SARS-CoV-2 test result status modified the associations. Methods We conducted a cross-sectional analysis of participants tested for SARS-CoV-2 infection in 41 pediatric emergency departments in 10 countries. Participants were hospitalized, had laboratory testing performed, and completed 14-day follow-up. The primary objective was to assess the associations between laboratory findings and severe outcomes. The secondary objective was to determine if the SARS-CoV-2 test result modified the associations. Results We included 1817 participants; 522 (28.7%) SARS-CoV-2 test-positive and 1295 (71.3%) test-negative. Seventy-five (14.4%) test-positive and 174 (13.4%) test-negative children experienced severe outcomes. In regression analysis, we found that among SARS-CoV-2-positive children, procalcitonin ≥0.5 ng/mL (adjusted odds ratio [aOR], 9.14; 95% CI, 2.90–28.80), ferritin >500 ng/mL (aOR, 7.95; 95% CI, 1.89–33.44), D-dimer ≥1500 ng/mL (aOR, 4.57; 95% CI, 1.12–18.68), serum glucose ≥120 mg/dL (aOR, 2.01; 95% CI, 1.06–3.81), lymphocyte count <1.0 × 109/L (aOR, 3.21; 95% CI, 1.34–7.69), and platelet count <150 × 109/L (aOR, 2.82; 95% CI, 1.31–6.07) were associated with severe outcomes. Evaluation of the interaction term revealed that a positive SARS-CoV-2 result increased the associations with severe outcomes for elevated procalcitonin, C-reactive protein (CRP), D-dimer, and for reduced lymphocyte and platelet counts. Conclusions Specific laboratory parameters are associated with severe outcomes in SARS-CoV-2-infected children, and elevated serum procalcitonin, CRP, and D-dimer and low absolute lymphocyte and platelet counts were more strongly associated with severe outcomes in children testing positive compared with those testing negative.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.024
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.984

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.024
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.033
GPT teacher head0.420
Teacher spread0.387 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2023
Admission routes2
Has abstractyes

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