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Record W1604074048 · doi:10.5772/27650

Cellular and Molecular Characteristics of RSV-Induced Disease in Humans

2011· book-chapter· en· W1604074048 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueInTech eBooks · 2011
Typebook-chapter
Languageen
FieldMedicine
TopicRespiratory viral infections research
Canadian institutionsInstitute of Infection and Immunity
Fundersnot available
KeywordsDiseaseVirologyComputational biologyBiologyMedicinePathology

Abstract

fetched live from OpenAlex

Human Respiratory Syncytial Virus Infection 98 obstruction), wheezing (bronchiolar involvement) and rales/ronchi (crepitations, alveolar involvement) (Freymuth et al, 2001; Thus, in a 13-year prospective study in infants and children in the United states, RSV was detected in 43%, 25%, 11% and 10% of paediatric hospitalisations for bronchiolitis, pneumonia, bronchitis and croup, respectively RSV-LRTI can vary from mild to severe, the latter requiring admission to the intensive care unit (ICU) since the patients often need respiration support. Furthermore, Wang et al (1995) observed that among children hospitalised with RSV-LRTIs, 0.9% were associated with fatal cases. However, the mechanisms leading to either an URTI or a LRTI upon RSV infection are still not well understood and require further investigation.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.502
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.062
GPT teacher head0.318
Teacher spread0.256 · 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