Las gastroenteritis víricas: un problema de salud pública
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
Acute gastroenteritis (AG), which may be caused by bacteria, parasites and enteropathogenic viruses, including rotaviruses, astroviruses, adenoviruses and caliciviruses, is an important health problem. The frequency of rotavirus as a cause of sporadic cases of AG ranges between 17.3% and 37.4%. Although it has been suggested that common exposure is not an important factor in the diffusion of rotavirus, it is difficult to associate apparently sporadic cases, meaning that there are probably outbreaks that go undetected. Astroviruses cause GA with a frequency ranging between 2 and 26%: outbreaks have been described in schools and kindergartens, but also in adults and the elderly. The frequency of identification of adenoviruses 40 and 41 as causes of sporadic AG in non-immunosuppressed children ranges between 0.7% and 31.5%, although there is probably underreporting because the sensitivity of conventional techniques is low. Caliciviruses are separated phylogenetically into two genera: Norovirus and sapovirus. Norovirus is frequently associated with food- and water-borne outbreaks of AG. It is estimated that 40% of cases of AG due to norovirus are foodborne. In Sweden and some regions of the United States, norovirus is the first cause of outbreaks of foodborne diseases. Sapovirus outbreaks due to person-to-person and foodborne transmission affecting both children and adults have recently been reported in countries such as Canada and Japan.
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.
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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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