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Record W1907568216 · doi:10.1164/rccm.200702-201oc

Nontuberculous Mycobacterial Sensitization in the United States

2007· article· en· W1907568216 on OpenAlexaff
Kamran Khan, Jun Wang, Theodore K. Marras

Bibliographic record

VenueAmerican Journal of Respiratory and Critical Care Medicine · 2007
Typearticle
Languageen
FieldMedicine
TopicMycobacterium research and diagnosis
Canadian institutionsMount Sinai HospitalUniversity of TorontoSt. Michael's Hospital
Fundersnot available
KeywordsMedicineEpidemiologyConfidence intervalNational Health and Nutrition Examination SurveySensitizationDemographyPopulationLogistic regressionCohortEnvironmental healthImmunologyInternal medicine

Abstract

fetched live from OpenAlex

RATIONALE: The prevalence of pulmonary nontuberculous mycobacterial (NTM) infections in the United States appears to be rising, but it is unclear if this is due to enhanced detection or actual increases in the burden of infection. Temporal changes in the epidemiology of Mycobacterium intracellulare sensitization may help explain recently observed trends in pulmonary NTM infections. OBJECTIVES: Describe the epidemiology of M. intracellulare sensitization in the United States in 1971-1972 and 1999-2000. METHODS: We studied nationally representative cohorts of the United States' noninstitutionalized civilian population participating in the 1971-1972 and 1999-2000 National Health and Nutrition Examination Surveys (NHANES). Participants were skin tested with M. intracellulare antigen and sensitization prevalence was compared across NHANES surveys and between participant subgroups. Logistic regression was used to identify associations between participant characteristics, environmental factors, and NTM sensitization. MEASUREMENTS AND MAIN RESULTS: The 1971-1972 and 1999-2000 NHANES cohorts included 1,490 and 7,384 individuals, respectively. Between 1971-1972 and 1999-2000, the prevalence of M. intracellulare sensitization increased from 11.2% (95% confidence interval, 9.2-13.5%) to 16.6% (95% confidence interval, 13.2-20.6%). On multivariate analysis of the 1999-2000 cohort, age, sex, race, birthplace, education, and occupation were strongly associated with M. intracellulare sensitization. CONCLUSIONS: In 1999-2000, an estimated one in six persons in the United States demonstrated M. intracellulare sensitization, up from one in nine persons in 1971-1972. The observed rising prevalence of sensitization is consistent with observed increases in the rates of pulmonary NTM infections in the United States.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.042
Threshold uncertainty score0.084

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.020
GPT teacher head0.340
Teacher spread0.320 · 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

Citations127
Published2007
Admission routes1
Has abstractyes

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