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Malaria and Thrombocytopenia: A Systematic Review and Meta-Analysis

2024· article· W7161395734 on OpenAlexaboutno aff
Halimah Ali Alawad et al.

Bibliographic record

VenueInternational Journal of Scientific Research and Innovative Studies · 2024
Typearticle
Language
FieldMedicine
TopicMalaria Research and Control
Canadian institutionsnot available
Fundersnot available
KeywordsMalariaObservational studyPlasmodium vivaxOdds ratioMeta-analysisPlasmodium falciparumDiagnostic odds ratioDisease

Abstract

fetched live from OpenAlex

Thrombocytopenia is a frequently reported hematological abnormality in malaria. However, its precise prevalence, diagnostic utility, and prognostic value across different Plasmodium species remain inadequately synthesized. To determine the pooled prevalence of thrombocytopenia in malaria, its accuracy in diagnosing malaria in febrile patients, and its association with severe disease and mortality. A systematic search of MEDLINE, EMBASE, Web of Science, and Cochrane Central Register of Controlled Trials was conducted from inception to May 2023. Observational studies (cohort, cross-sectional, case-control) reporting platelet counts or the prevalence of thrombocytopenia in patients with smear-positive or rapid diagnostic test (RDT)-confirmed malaria were included. Two independent reviewers extracted data on study characteristics, patient demographics, parasite species, platelet counts, and clinical outcomes. The quality of studies was assessed using the Newcastle-Ottawa Scale. 127 studies involving 98,451 malaria patients were included. The pooled prevalence of thrombocytopenia (platelet count <150,000/μL) was 74% (95% CI, 71-77%; I²=94%). Prevalence was high in both P. falciparum (72%, 95% CI 68-75%) and P. vivax (78%, 95% CI 74-81%) infections. The pooled mean platelet count was 89,500/μL (95% CI 85,200-93,800/μL). For diagnosing malaria in febrile patients, thrombocytopenia had a pooled sensitivity of 0.75 (95% CI 0.71-0.79), specificity of 0.81 (95% CI 0.77-0.84), and a diagnostic odds ratio of 14.2 (95% CI 10.5-19.1). Patients with severe thrombocytopenia (<50,000/μL) had a significantly higher risk of severe malaria (Pooled Relative Risk 3.45, 95% CI 2.68-4.44) and mortality (Pooled RR 2.91, 95% CI 1.98-4.27). Thrombocytopenia is a highly prevalent and salient feature of both P. falciparum and P. vivax malaria. It serves as a strong diagnostic marker for malaria in febrile illness and is a significant prognostic indicator for disease severity and mortality. Received Date: December 26, 2024 Accepted Date: January 12, 2024 Published Date: February 1, 2024 Available Online at https://www.ijsrisjournal.com/index.php/ojsfiles/article/view/485

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)0.010
metaresearch head score (Gemma)0.025
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.020
Threshold uncertainty score0.051

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.025
Meta-epidemiology (narrow)0.0030.002
Meta-epidemiology (broad)0.0200.032
Bibliometrics0.0070.009
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.250
GPT teacher head0.498
Teacher spread0.248 · 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 designMeta-analysis
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

Citations0
Published2024
Admission routes1
Has abstractyes

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