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Record W2762943680

Severe Acute Respiratory Syndrome : Description, Epidemiology, and Control Measures

2004· article· en· W2762943680 on OpenAlexaboutno aff
Jorge E. Galva

Bibliographic record

VenueUNI ScholarWorks (University of Northern Iowa) · 2004
Typearticle
Languageen
FieldMedicine
TopicRespiratory viral infections research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineEpidemiologyRespiratory systemIntensive care medicineInternal medicine
DOInot available

Abstract

fetched live from OpenAlex

Severe Acute Respiratory Syndrome (hereinafter SARS) is the first severe and readily transmissible new disease to emerge in the 21st century 1. The presence of this infectious agent was first recognized in early November 2002 in the province of Guangdong in the People's Republic of China. SARS rapidly spread from there to other parts of the world, notably Southeast Asia and Canada. According to data compiled in August 2003, altogether 8,422 cases occurred in 29 countries. The most severely affected countries were China (including the Special Administrative Region of Hong Kong and Taiwan), Canada, Singapore and Vietnam, all of which experienced outbreaks before the issue of global alerts by the World Health Organization (WHO) on 12 and 15 March, 2003. Nine hundred and eight persons died in the most affected countries, with only eight deaths occurring in the additional 25 countries where cases were reported.

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.013
Threshold uncertainty score0.852

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.001
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 head0.053
GPT teacher head0.290
Teacher spread0.237 · 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 teacher head, 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

Citations0
Published2004
Admission routes1
Has abstractyes

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