Provenance record

Global maps of travel time to emergency and tertiary hospitals

arXiv cs.CY (Computers and Society) (tier 1, academic) 2026-09-14T04:00:00.000Z Original ↗

Source note: Preprints on societal impact.


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confidence 70% · 1 item
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Governance and regulationHuman agency and epistemicsMedicine and health
Excerpt as ingested

arXiv:2609.12696v1 Announce Type: cross Abstract: Global estimates of access to health care treat every facility alike. Drive time was routed on the OpenStreetMap network from all 217,841 of its hospitals and 15-, 30- and 60-minute isochrones dissolved for nested capability tiers, weighted with GHS-POP 2025. 96.2% of the world's population lives within an hour's drive of a hospital, 78.5% of a hospital with a documented emergency department, and 40.3% of one with a helipad or university name marking tertiary care. The 1.45 billion people within an hour of a hospital but not of an emergency hospital live mainly in South and East Asia and Nigeria; the 312 million beyond an hour of any hospital lie in a belt from the Sahel to Madagascar. Defining the tertiary tier by helipad alone leaves its estimate unchanged, and the isochrone construction shifts the 60-minute figures by a few percent. Counting every facility as equivalent overstates access to time-critical care.

Every model that read this

ModelProviderStageScoreConf.LatencyPromptWhen
Llama 3.3 70BMetaanalysis 0 70%4192ms v1.0.0 / m1.0.1 2026-09-14 05:41
Llama 3.3 70B · reading

Study provides global estimates of access to healthcare, highlighting disparities.

evidence: primary horizon: n/a

Evidence extracted

The chain
SOURCE     arXiv cs.CY (Computers and Society) (tier 1)
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DOCUMENT   b73a9561-9291-4c7c-8320-f9b5f8ffcdaf
           https://arxiv.org/abs/2609.12696
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EVIDENCE   2 extracted excerpts
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MODEL RUN  1 run, methodology 1.0.1
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SCORE      0  (Mixed or uncertain)
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CONFIDENCE 70%