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Record W4206405674 · doi:10.1093/jpids/piaa115

Multicenter Interim Guidance on Use of Antivirals for Children With Coronavirus Disease 2019/Severe Acute Respiratory Syndrome Coronavirus 2

2020· article· en· W4206405674 on OpenAlexaff
Kathleen Chiotos, Molly Hayes, David W. Kimberlin, Sarah Bruyn Jones, Scott H. James, Swetha Pinninti, April Yarbrough, Mark J. Abzug, Christine E. MacBrayne, Vijaya L Soma, Daniel E. Dulek, Surabhi B Vora, Alpana Waghmare, Joshua Wolf, Rosemary Olivero, Steven P Grapentine, Rachel L Wattier, Laura Bio, Shane J. Cross, Nicholas O. Dillman, Kevin J. Downes, Carlos R. Oliveira, Kathryn Timberlake, Jennifer L. Young, Rachel C. Orscheln, Pranita D. Tamma, Hayden T. Schwenk, Philip Zachariah, Margaret Aldrich, David L. Goldman, Helen Groves, Nipunie Rajapakse, Gabriella S Lamb, Alison C. Tribble, Adam L. Hersh, Emily A. Thorell, Mark R. Denison, Adam J. Ratner, Jason G. Newland, Mari Nakamura

Bibliographic record

VenueJournal of the Pediatric Infectious Diseases Society · 2020
Typearticle
Languageen
FieldMedicine
TopicCOVID-19 Clinical Research Studies
Canadian institutionsHospital for Sick Children
FundersNational Center for Advancing Translational SciencesAgency for Healthcare Research and Quality
KeywordsMedicineExtracorporeal membrane oxygenationLopinavirHydroxychloroquineIntensive care medicineInterimCoronavirusRitonavirCoronavirus disease 2019 (COVID-19)DiseaseInfectious disease (medical specialty)Viral loadImmunologyInternal medicineHuman immunodeficiency virus (HIV)

Abstract

fetched live from OpenAlex

Abstract Background Although coronavirus disease 2019 (COVID-19) is a mild infection in most children, a small proportion develop severe or critical illness. Data describing agents with potential antiviral activity continue to expand such that updated guidance is needed regarding use of these agents in children. Methods A panel of pediatric infectious diseases physicians and pharmacists from 20 geographically diverse North American institutions was convened. Through a series of teleconferences and web-based surveys, a set of guidance statements was developed and refined based on review of the best available evidence and expert opinion. Results Given the typically mild course of COVID-19 in children, supportive care alone is suggested for most cases. For children with severe illness, defined as a supplemental oxygen requirement without need for noninvasive or invasive mechanical ventilation or extracorporeal membrane oxygenation (ECMO), remdesivir is suggested, preferably as part of a clinical trial if available. Remdesivir should also be considered for critically ill children requiring invasive or noninvasive mechanical ventilation or ECMO. A duration of 5 days is appropriate for most patients. The panel recommends against the use of hydroxychloroquine or lopinavir-ritonavir (or other protease inhibitors) for COVID-19 in children. Conclusions Antiviral therapy for COVID-19 is not necessary for the great majority of pediatric patients. For children with severe or critical disease, this guidance offers an approach for decision-making regarding use of remdesivir.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.016
metaresearch head score (Gemma)0.048
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.021
Threshold uncertainty score0.084

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.048
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.004
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0040.002
Research integrity0.0110.007
Insufficient payload (model declined to judge)0.0090.006

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 head0.068
GPT teacher head0.390
Teacher spread0.322 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

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Citations112
Published2020
Admission routes1
Has abstractyes

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