Evidence map›Paper›PMID 41311740›Full record

ArticleCureus2025

Whether the Weather Matters: A Time-Series Analysis of Rainfall and Mechanical Thrombectomy Utilization and Workflow Metrics.

Hiroyasu Inoue, Masahiro Oomura, Yusuke Nishikawa, Yoshitaka Nakamura, Atsuhito Taishaku, Tomoyasu Yamanaka, Yuta Madokoro, Teppei Fujioka, Mitsuhito Mase, Noriyuki Matsukawa

Abstract read
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Article in Cureus, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Hiroyasu InoueNeurology, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.
Masahiro OomuraNeurology, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.
Yusuke NishikawaNeurosurgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.
Yoshitaka NakamuraNeurology, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.
Atsuhito TaishakuNeurosurgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.
Tomoyasu YamanakaNeurosurgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.
Yuta MadokoroNeurology, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.
Teppei FujiokaNeurology, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.
Mitsuhito MaseNeurosurgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.
Noriyuki MatsukawaNeurology, Nagoya City University Graduate School of Medical Sciences, Nagoya, JPN.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and purpose Whether weather affects the real-world utilization and workflow of mechanical thrombectomy (MT) remains uncertain. We evaluated the association between daily precipitation and MT utilization and explored differences in workflow metrics. Methods We conducted a single-center, retrospective time-series study at Nagoya City University Hospital in Nagoya, Japan, over nine years, linking daily meteorological data from the national weather service to consecutive MT procedures. The primary outcome was the difference in daily MT occurrence between rainy (≥5 mm precipitation) and non-rainy days. Secondary analyses assessed stroke etiology strata, the relationship between precipitation amount and MT occurrence, and differences in door-to-puncture (D2P) times overall and during out-of-hours periods. Results Across the study period, 134 MT procedures were performed. The proportion of days on which at least one MT was performed was significantly higher on rainy days compared to non-rainy days (5.7% vs. 3.6%; odds ratio 1.63, 95% CI 1.07-2.42; p = 0.02), with a stronger signal for embolic strokes. A positive dose-response pattern was observed between precipitation amount and MT occurrence. Median D2P was shorter on rainy than on non-rainy days (101 vs. 131 minutes; p = 0.047), with the largest difference during out-of-hours (99.5 vs. 142.0 minutes; p = 0.009). Patient outcomes did not differ significantly between rainy and non-rainy days. Conclusions Rainy weather was associated with higher MT utilization and shorter D2P, particularly outside regular hours. These findings frame weather as a pragmatic signal for thrombectomy service demand and workflow performance, with potential implications for demand forecasting, on-call staffing, and protocol readiness. Prospective, multicenter studies with formal time-series adjustments are warranted to confirm generalizability and clarify mechanisms.

Indexed as

ais (acute ischemic stroke)door-to-puncture timemechanical thrombectomy (mt)precipitationweather conditions

Identifiers

PMID41311740
PMCPMC12649276

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.