MétaCan
Menu
Back to cohort
Record W2031050014 · doi:10.1097/ccm.0000000000000695

Novel Avian-Origin Influenza A (H7N9) in Critically Ill Patients in China*

2014· article· en· W2031050014 on OpenAlexaff
Yi Yang, Fengmei Guo, Wei Zhao, Qin Gu, Mao Huang, Quan Cao, Yi Shi, Jun Li, Jun Chen, Jie Yan, Zhaochen Jin, Xing Wang, Yijun Deng, Lihua Sun, Hourong Cai, Jianan Huang, Yishan Zheng, Weiqin Li, Airan Liu, Bingwei Chen, Minghao Zhou, Haibo Qiu, Arthur S. Slutsky

Bibliographic record

VenueCritical Care Medicine · 2014
Typearticle
Languageen
FieldMedicine
TopicInfluenza Virus Research Studies
Canadian institutionsSt. Michael's Hospital
Fundersnot available
KeywordsMedicineSeptic shockPneumoniaInternal medicineHypoxemiaRetrospective cohort studyProcalcitoninLogistic regressionPediatricsSepsisIntensive care medicine

Abstract

fetched live from OpenAlex

OBJECTIVES: In March 2013, human infection with a novel avian-origin reassortment influenza A (H7N9) virus was identified in China. A total of 26 cases were confirmed and treated in Jiangsu. All the patients had findings consistent with pneumonia and were admitted to an ICU, which pose a threat to human health. We aimed to provide the clinical features, treatment, and prognosis of the critically ill patients with H7N9 viral infection. DESIGN: A retrospective cohort study. SETTING: Eight closed ICUs in general hospitals distributed throughout the Jiangsu Provincial, China. PATIENTS: Patients infected with influenza A (H7N9) virus from March 20, 2013, through May 1, 2013, in Jiangsu Province were included. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Twenty-seven patients infected with H7N9 virus were identified in Jiangsu. Of these, 26 were hospitalized. The median age was 54.5 years, and 18 patients (69.2%) were men. The most common symptoms at the onset of illness were high fever and cough. White cell counts were normal or decreased. All the patients had findings consistent with pneumonia. Twenty-four patients (92.3%) developed acute respiratory distress syndrome, and 10 (38.5%) developed septic shock quickly after the onset of illness. Treatment with antiviral drugs was initiated in all the patients at a median of 8 days after the onset of illness. Mortality was 19.2% at 28 days and 30.8% at 90 days. Based on multiple logistic regression analysis, septic shock associated with severe hypoxemia was the only independent risk factor for mortality. CONCLUSIONS: Infection with novel avian-origin reassortment influenza A (H7N9) virus is characterized by high fever, cough, and severe respiratory failure and is associated with a high mortality. These data provide some general understandings for the early identification, ICU treatment, and short-term prognosis of hospitalized critical patients with H7N9.

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)0.001
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 score0.012
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.001
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 head0.058
GPT teacher head0.411
Teacher spread0.353 · 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

Citations31
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueCritical Care MedicineSame topicInfluenza Virus Research StudiesFrench-language works237,207