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SARS Plague: Duty of Care or Medical Heroism?

2006· article· en· W2418494142 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAnnals of the Academy of Medicine Singapore · 2006
Typearticle
Languageen
FieldHealth Professions
TopicDisaster Response and Management
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineHealth carePublicityPandemicDiseasePublic healthOutbreakChinaInfectious disease (medical specialty)Plague (disease)Family medicineCoronavirus disease 2019 (COVID-19)NursingEconomic growthVirologyInternal medicineLawPathology

Abstract

fetched live from OpenAlex

Severe acute respiratory syndrome (SARS) is a new infectious disease that emerged in mid- November 2002 in Guangdong, southern China. The global pandemic began in late February 2003 in Hong Kong. By the time SARS was declared contained on 5 July 2003 by the World Health Organization (WHO), it had afflicted 8096 patients in 29 countries. No other disease had had such a phenomenal impact on healthcare workers (HCWs), who formed about 21% of SARS patients. In Vietnam, Canada and Singapore, HCWs accounted for 57%, 43% and 41% of SAR patients, respectively. At the beginning of the outbreak, there was practically no information on this disease, which did not even have a name until 16 March 2003, except that it was infectious and could result in potentially fatal respiratory failure. Indeed, HCWs had lost their lives to SARS. Understandably, some HCWs refused to look after SARS patients or even resigned. Initially, much negative publicity was given to such HCWs. It was a very trying time for HCWs as many were also ostracised by the society which they served. They were perceived to be a potential source of infection in the community because of their contact with SARS patients, whom they risked their lives looking after. Subsequently, as we learnt more about the disease and educated the public about the plight of the frontline HCWs, the public gave the frontline HCWs tremendous support and even honoured them as heroes. Being in the medical profession, caring for patients is one of our expected responsibilities. On the other hand, as public citizens, HCWs have the right to resign when they feel that their responsibility to their families should take priority over that to their patients. As a result of this scourge, each HCW learnt to decide if caring for patients is their chosen profession and vocation. Many chose to live up the Hippocratic oath.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.183
Threshold uncertainty score0.690

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.171
GPT teacher head0.496
Teacher spread0.325 · 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