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Record W4406167273 · doi:10.1093/mmy/myae115

The evolution of HIV-associated cryptococcal meningitis in Uganda from 2010 to 2022

2024· article· en· W4406167273 on OpenAlexfundno aff
Stewart Walukaga, Ann Fieberg, Abdu K Musubire, Lillian Tugume, Kenneth Ssebambulidde, Enock Kagimu, John Kasibante, Morris K Rutakingirwa, Edward Mpoza, Jane Gakuru, Andrew Akampurira, Samuel Jjunju, James Mwesigye, Conrad Muzoora, Edwin Nuwagira, Ananta Bangdiwala, Darlisha A Williams, Joshua Rhein, David B. Meya, David R. Boulware, Kathy Huppler Hullsiek, Radha Rajasingham, Jane Francis Ndyetukira, Cynthia Ahimbisibwe, Florence Kugonza, Carolyne Namuju, Alisat Sadiq, Alice Namudde, Fiona V Cresswell, Tadeo Kiiza Kandole, Paul Kirumira, Michael Okirwoth, Tony Luggya, Richard Kwizera, Liliane Mukaremera, Sarah M Lofgren, Anna Stadelman, Bożena M Morawski, Melissa A. Rolfes, Darin L. Wiesner, Grace Najjuka, Catherine Nanteza, Rhina Mushagara, Nathan C. Bahr, Mariam Namawejje, Mark Ssennono, Agnes Kiragga, Kabanda Taseera, Henry W. Nabeta

Bibliographic record

VenueMedical Mycology · 2024
Typearticle
Languageen
FieldMedicine
TopicFungal Infections and Studies
Canadian institutionsnot available
FundersFogarty International CenterNational Institute of Neurological Disorders and StrokeMedical Research CouncilNational Institute of Allergy and Infectious DiseasesGrand Challenges CanadaWellcome Trust
KeywordsMedicineCryptococcosisCohortMeningitisCryptococcal meningitisFlucytosineLumbar puncturePopulationCohort studyPediatricsProspective cohort studyInternal medicineAmphotericin BHuman immunodeficiency virus (HIV)ImmunologyCerebrospinal fluidViral diseaseAntifungalEnvironmental health

Abstract

fetched live from OpenAlex

Given extensive improvements in access to antiretroviral therapy (ART) over the past 12 years, the HIV and cryptococcal meningitis landscapes have dramatically changed since 2010. We sought to evaluate changes in clinical presentation and clinical outcomes of people presenting with HIV-associated cryptococcal meningitis between 2010 and 2022 in Uganda. We analyzed three prospective cohorts of HIV-infected Ugandans with cryptococcal meningitis during 2010-2012, 2013-2017, and 2018-2022. We summarized baseline demographics, clinical characteristics at presentation, and 2-week and 16-week mortality. Overall, 2022 persons had confirmed cryptococcal meningitis between 2010 and 2022. In the most recent 2018-2022 cohort, 48% presented as ART-naïve, and the median CD4 cell count was 26 cells/µl. Participants in the 2018-2022 cohort had the lowest cerebrospinal fluid (CSF) opening pressure (median 22 cmH2O) and the highest percentage with sterile CSF quantitative cultures (21%) compared with earlier cohorts (P < .001 for both), signifying a less severely ill population presenting with cryptococcal meningitis. Two-week mortality was lowest among participants with cryptococcal meningitis enrolled in a clinical trial in the 2018-2022 cohort at 13% compared to 26% in both 2010-2012 and 2013-2017 (P < .001). While AIDS-related deaths have dramatically declined over the past 12 years, cryptococcosis persists, presenting challenges to HIV program implementation. Two-week mortality has improved in the most recent cohort, likely due to the establishment of cryptococcal screening programs, better supportive care including scheduled lumbar punctures, and the availability of flucytosine-an essential component of antifungal therapy.

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 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)0.000
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.507
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.009
GPT teacher head0.283
Teacher spread0.274 · 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 teacher head, not a consensus.

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

Citations5
Published2024
Admission routes1
Has abstractyes

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