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Prevalence and factors associated with severe acute respiratory syndrome coronavirus 2, sexually transmitted, and blood-borne infections in British Columbia Corrections

2025· preprint· en· W4407293857 on OpenAlexaffabout
Amrit Tiwana, Brynn McMillan, Tamara Pidduck, Aidan M. Nikiforuk, Mo Korchinski, Pam Young, Marnie Scow, M. Kate Thomas, Jane A. Buxton, Mel Krajden, Inna Sekirov, Agatha N. Jassem, Muhammad Morshed, Nooshin Nikoo

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicCOVID-19 Impact on Reproduction
Canadian institutionsUniversity of British ColumbiaBC Centre for Disease Control
Fundersnot available
KeywordsCoronavirus disease 2019 (COVID-19)MedicineSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)CoronavirusRespiratory systemVirology2019-20 coronavirus outbreakImmunologyPediatricsInternal medicineOutbreakInfectious disease (medical specialty)Disease

Abstract

fetched live from OpenAlex

People who are incarcerated (PWAI) and correctional staff face a higher risk of communicable diseases. This study assessed the seroprevalence of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and sexually transmitted bloodborne infections (STBBIs) in British Columbia (BC) Provincial Correctional Centres (PCCs). A multicentre cross-sectional serosurvey was conducted from January 4 to February 14, 2021, among PWAI and staff. Antibody and molecular screening assessed pathogen prevalence, with Pearson’s chi-squared tests for group comparisons. Mixed-effects logistic regression explored clinical and sociodemographic factors associated with SARS-CoV-2 or STBBIs. Among PWAI (n=299), seroprevalence was 5.5% for SARS-CoV-2, 14.6% for hepatitis C virus, and 1.3% for syphilis. Among staff (n=505), seroprevalence was 2.9% for SARS-CoV-2, 1.7% for hepatitis B virus, and 0.6% for syphilis. Among PWAI, lower education (adjusted odds ratio [aOR]=2.38, 95% confidence interval [CI]: 1.02-5.56), unstable employment (aOR=2.86, 95% CI: 1.16-6.67), and opioid use (aOR=3.56, 95% CI: 1.15-12.65) were associated with STBBI acquisition. Among staff, working in a PCC with a SARS-CoV-2 outbreak was associated with infection acquisition (aOR=7.97, 95% CI: 2.28-27.97). The ongoing presence of SARS-CoV-2 and STBBIs in correctional facilities highlights the need for balanced public health interventions addressing both transmissions, ensuring timely prevention, testing, and treatment for all individuals.

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)0.002
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 score0.073
Threshold uncertainty score0.147

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.028
GPT teacher head0.300
Teacher spread0.271 · 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".

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Citations0
Published2025
Admission routes2
Has abstractyes

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