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Record W4405078499 · doi:10.1177/17474930241308142

World Stroke Organization: Global Stroke Fact Sheet 2025

2024· review· en· W4405078499 on OpenAlexafffund
Valery L. Feigin, Michael Brainin, Bo Norrving, Sheila Cristina Ouriques Martins, Jeyaraj Pandian, M. Patrice Lindsay, Maria Mia Fredin Grupper, Ilari Rautalin

Bibliographic record

VenueInternational Journal of Stroke · 2024
Typereview
Languageen
FieldMedicine
TopicAcute Ischemic Stroke Management
Canadian institutionsHeart and Stroke Foundation
FundersHeart and Stroke Foundation of Canada
KeywordsMedicineStroke (engine)Burden of diseaseGlobal healthCause of deathLow and middle income countriesDisease burdenEnvironmental healthQuality-adjusted life yearDiseaseDeveloping countryCost effectivenessPublic healthEconomic growthPopulationInternal medicinePathology

Abstract

fetched live from OpenAlex

BACKGROUND: Among non-communicable disorders (NCDs), stroke remains the second leading cause of death and the third leading cause of death and disability combined (as expressed by disability-adjusted life-years lost-DALYs) in the world. AIMS: The study was aimed to estimate global, regional and nationa burden of stroke and its risk factors from 1990 to 2021. METHODS: Finding presented in this paper were derived mainly from the Global Burden of Disease 2021 Study on stroke burden published in The Lancet Neurology 2024:23:973-1003. RESULTS: The estimated global cost of stroke is over US$890 billion (0.66% of the global GDP). From 1990 to 2021, the burden (in terms of the absolute number of cases) increased substantially (70.0% increase in incident strokes, 44.0% deaths from stroke, 86.0% prevalent strokes, and 32% DALYs), with the bulk of the global stroke burden (87.0% of deaths and 89.0% of DALYs) residing in lower-income and lower-middle-income countries (LMICs). Stroke attributable to metabolic risks constituted 69.0% of all strokes, environmental risks constituted 37.0%, and behavioral risks constituted 35.0%. CONCLUSION: This World Stroke Organization (WSO) Global Stroke Fact Sheet 2025 provides the most updated information that can be used to inform communication with all internal and external stakeholders; all statistics have been reviewed and approved for use by the WSO Executive Committee and leaders from the Global Burden of Disease research group.

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)0.013
metaresearch head score (Gemma)0.026
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.038
Threshold uncertainty score0.083

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.026
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0060.009
Science and technology studies0.0010.001
Scholarly communication0.0060.002
Open science0.0030.002
Research integrity0.0060.005
Insufficient payload (model declined to judge)0.0250.029

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 head0.032
GPT teacher head0.358
Teacher spread0.327 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations914
Published2024
Admission routes2
Has abstractyes

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