Seasonality and clinical features of human metapneumovirus infection in children in Northern Alberta
Bibliographic record
Abstract
Human metapneumovirus (hMPV) causes respiratory tract infections in all age groups. The characteristics of pediatric hMPV infection in Northern Alberta have not been studied. The objectives of this study were to determine the seasonality of pediatric hMPV infections over a 13-month period, the genetic relationship of hMPV isolates to hMPV detected in other parts of Canada, and the burden of illness and possible risk factors for pediatric hMPV hospitalization. Detection of hMPV by polymerase chain reaction was performed on nasopharyngeal specimens collected from outpatients and inpatients at the Stollery Children's Hospital in Edmonton, Alberta, November 12, 2002-December 31, 2003. Forty-two of 1,079 specimens were positive for hMPV (3.9%) from 41 patients (14 outpatients and 27 inpatients), with a peak incidence during January-April, but isolates were detected 10 months of the year. Co-infection was not detected in 39 specimens from which RSV had been detected. Two hMPV genetic clusters were detected, and the isolates were homologous to those of previous Canadian isolates. Four of the 14 outpatients had reactive airways disease. Possible risk factors in the 27 inpatients included prematurity (n = 8), congenital heart disease (n = 6), gastroesophageal reflux disease or aspiration (n = 6), global developmental delay (n = 5), and multiple congenital anomalies (n = 4). Risk factors for hospitalization appear to be similar to risk factors for respiratory syncytial virus hospitalization.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".