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Record W221365824

Tuberculosis infection in an Aboriginal (First Nations) population of Canada.

2000· article· en· W221365824 on OpenAlexaffabout
C Smeja, Paul Brassard

Bibliographic record

VenuePubMed · 2000
Typearticle
Languageen
FieldMedicine
TopicTuberculosis Research and Epidemiology
Canadian institutionsMontreal General Hospital
Fundersnot available
KeywordsMedicineTuberculinTuberculosisVaccinationIncidence (geometry)PopulationDemographySeroprevalenceTransmission (telecommunications)PediatricsImmunologyEnvironmental healthSerologyAntibody
DOInot available

Abstract

fetched live from OpenAlex

BACKGROUND: The incidence of active tuberculosis (TB) among the Cree, an Aboriginal population of Canada, is dropping, but it remains three times that of the general population. We analyzed data from tuberculin skin test (TST) surveys to determine estimates of prevalence of infection and annual risk of infection (ARI) in this population. METHODS: TST surveys targeting 12-year-old students were conducted annually from 1993 to 1998. Students with no record of previous positive TST (> or = 10 mm) were offered TST (5 TU PPD-T). Data collected included result of previous TST reading for all students, readings of TSTs performed (mm induration) and BCG (bacille Calmette-Guérin) vaccination status for those positive on TST. RESULTS: A total of 1274 children were screened (participation rate 94%). TST reaction size frequency distribution plots a bimodal curve. The prevalence of infection among 12 year olds was 15.3% over this period. ARI estimates range from 0.6 to 2.4% (average ARI 1.4%). A significant downward linear trend in ARI was observed over the period (P < 0.001). DISCUSSION: Calculated ARI may be over-estimated due to prior BCG vaccination; however, the trend in ARI confirms decreasing transmission of TB infection. Better knowledge of human immunodeficiency virus seroprevalence among pregnant women is needed to complete the evaluation of the BCG program.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.016
Threshold uncertainty score0.045

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.017
GPT teacher head0.296
Teacher spread0.278 · 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 source (direct Gemma or distilled Codex), 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

Citations20
Published2000
Admission routes2
Has abstractyes

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