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Record W4224100322 · doi:10.1002/hsr2.556

RSV‐associated hospitalization in adults in the USA: A retrospective chart review investigating burden, management strategies, and outcomes

2022· article· en· W4224100322 on OpenAlexaff
Edward E. Walsh, Nelson Lee, Ian Sander, Robert Stolper, Jessica Zakar, Veronique Wyffels, David Myers, Roman Fleischhackl

Bibliographic record

VenueHealth Science Reports · 2022
Typearticle
Languageen
FieldMedicine
TopicRespiratory viral infections research
Canadian institutionsPublic Health OntarioUniversity of Toronto
FundersJanssen Pharmaceuticals
KeywordsMedicineRetrospective cohort studyYoung adultDiseaseEmergency departmentPediatricsComorbidityEmergency medicineIntensive care medicineInternal medicine

Abstract

fetched live from OpenAlex

Background and Aims: The burden of respiratory syncytial virus (RSV) infection in adults is of growing concern. This study was designed to quantify disease burden, treatment approaches, and outcomes associated with RSV infections in adult subpopulations, from prehospitalization to hospital discharge. Methods: A retrospective chart analysis was conducted to collect patient-case data from hospitalized US adults (aged >18 years) with RSV infection during two RSV seasons. Patients were categorized into risk groups: comorbid lung disease, immunocompromised, older adults (aged ≥65 years), and other adults (aged <65 years). Physicians reported diagnosis, treatment choices including respiratory supportive therapy (oxygen and fluid supplementation), and outcome variables using a standardized online case form. Results: The majority (277/379; 73%) of patients presented to the emergency room, with a mean age of 60 years. Once hospitalized, the median length of stay was 6.0 days (3.0-9.0), with disease severity having the greatest impact on duration of stay. No significant between-group differences in rates of patients requiring management in intensive care units were found (comorbid lung disease, 28%; immunocompromised, 36%; older adults, 26%; and other adults, 23%). Overall, respiratory supportive therapy was the most commonly used form of treatment. Antibiotics were administered in over half of all risk groups (comorbid lung disease, 61%; immunocompromised, 59%; older adults, 59%; and other adults, 51%). Patients usually required follow-up visits following discharge, with 10%-16% requiring skilled nursing care and approximately 25% requiring assistance from a social worker. Conclusion: RSV in adult subpopulations, irrespective of age, is a significant burden to healthcare systems.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.041

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.059
GPT teacher head0.415
Teacher spread0.356 · 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 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

Citations29
Published2022
Admission routes1
Has abstractyes

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