Clinical presentations of rotavirus infection among hospitalized children
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Although rotaviruses (RVs) are the most common cause of severe gastroenteritis in children, there is a lack of information detailing the spectrum of clinical manifestations of RV disease resulting in hospitalization. OBJECTIVE: To characterize the clinical spectrum of RV-associated hospitalizations, including short stay visits in children. METHODS: Active RV disease surveillance was conducted at three children's hospitals Sundays through Thursdays in children 15 days through 4 years of age admitted with diarrhea (D), vomiting (V) and/or unexplained fever (F) between November, 1997, and June, 1998. Stool specimens were collected and tested for RV by enzyme immunoassay. RESULTS: Of the 862 children enrolled, 763 (88%) had a stool specimen tested for RV. Overall 31% of children excreted RV. RV excretion was highest when all 3 symptoms (D, V and F) occurred in the same child (56%), lower when 2 symptoms occurred together (38% DV; 19% DF; 13% VF) and lowest when each symptom occurred alone (3% D; 11% V; 6% F). Nine percent of the children without diarrhea excreted RV. Children admitted without diarrhea were more likely to have rotavirus if they developed diarrhea during their hospitalization. CONCLUSIONS: RV detection was greatest when diarrhea, vomiting and fever occurred together and lowest when each symptom occurred alone. The spectrum of symptoms of rotavirus disease in children at the time of admission to the hospital or short stay unit may be broader than previously recognized.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it