Short Communication: Ongoing Impact of the Social Determinants of Health During the Second and Third Waves of the COVID-19 Pandemic in People Living with HIV Receiving Care in a Montreal-Based Tertiary Care Center
Bibliographic record
Abstract
We performed retrospective chart reviews and described the clinical characteristics, exposure risks, and disease severity of people living with HIV (PLWH) attending the Chronic Viral Illness Service (CVIS) in Montreal, Canada, who developed coronavirus disease 2019 (COVID-19) during September 2020-August 2021, coinciding with the second and third waves of the pandemic. A total of 61 PLWH with a positive COVID-19 polymerase chain reaction were identified, giving a COVID-19 prevalence of 5%. The most common exposure risk for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) during waves two and three was having a family member/close contact with COVID-19 (36%). Similar to what we observed during the first wave, PLWH who acquired COVID-19 during waves two and three of the pandemic often worked or lived in long-term care residences or health care settings, putting them at risk. Five people (8%) were asymptomatic. Nearly all persons had mild disease on initial presentation and most had a full recovery. Two individuals were admitted to hospital with COVID-19, whereas three individuals acquired COVID-19 nosocomially. No individuals died due to COVID-19. Two individuals developed symptoms associated with long COVID-19 syndrome. Findings highlight the ongoing impact of the social determinants of health during the second and third waves of the pandemic in PLWH.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".