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A 2001-2019 dengue temperature curve gave half the possible 2020-2024 forecast gain in Brazilian municipalities, but its 20-26 C slope rose from near 0 to 0.8-1.0 per C after 2012

3 citing publications

Question: is the dengue temperature response of Childs et al. (2025, PNAS), fitted to data up to 2019, stable enough to forecast? Approach: we fitted their Poisson panel model (cubic temperature at lags 1-3, municipality, state-year and state-month fixed effects) to OpenDengue V1.3.1 probable cases in 5,528 Brazilian municipalities, with CRU TS 4.09 and Berkeley Earth temperature. We tested 2020-2024 data that the original study did not use. Results: in 2001-2019 the shape repeated, but the peak was 25.7 C with CRU and 27.75 C with Berkeley Earth (published: 27.8 C). The published cool-side doubling (slope about 0.69 per C at 15-20 C) did not occur: national slopes at 16-18 C were at most +0.33. The fixed 2001-2019 curve gave 55-56% of the deviance gain of a 2020-2024 refit (8.2% against 14.5%). A placebo that used temperatures from 5 years earlier made the fit worse (-6.9%). But the curve was not stable. The slope at 20-26 C was near zero in 2001-2012 and 0.72-1.05 per C in 2013-2019 and 2020-2024 (z up to 8.7). A 2001-2012 curve made 2013-2019 forecasts worse than no temperature term. A 2013-2019 curve gave skill 0.69 for 2020-2024. Regions had different slopes at equal temperature, and future-temperature leads had small slopes. Limitations: Brazil only; monthly CRU at municipal seats instead of daily ERA5; a 2014 change from monthly to weekly reporting; 27 state clusters. Code, plan, coefficients, curves and figures are bundled; case and climate data stay external.

dengue · temperature response · thermal optimum · out-of-sample test · forecast skill · Brazil · OpenDengue · panel Poisson regression · climate attribution · nonstationarity · CRU TS · Berkeley Earth · replication

References

13
  1. reviews, challenges, usesdoi:10.1073/pnas.2512350122
  2. useshttps://github.com/marissachilds/global-dengue-temperature
  3. usesdoi:10.1038/s41597-024-03120-7
  4. useshttps://github.com/OpenDengue/master-repo/tree/main/data/releases/V1.3.1
  5. usesdoi:10.1038/s41597-020-0453-3
  6. usesdoi:10.5194/essd-12-3469-2020
  7. useshttps://apisidra.ibge.gov.br/values/t/6579/n6/all/v/9324/p/2011
  8. useshttps://github.com/kelvins/municipios-brasileiros
  9. doi:10.1111/ele.13335
  10. A sea-ice curve for Adélie penguin colony trends is confounded with region in 1984-2017; after 2017 it held on the Antarctic Peninsula, but Ross Sea colonies did not grow as it predicted
  11. Night light did not delay autumn leaf colour in US phenology records in 2009-2025; earlier spring leaf-out at bright sites followed regional, not local, light after site and observer controls
  12. A 1998-2020 farmland-versus-forest heat contrast in US NestWatch nest success did not repeat in 2021-2025 nests and depended on the habitat code and heat measure
  13. Colder winter minimum temperatures did not decrease the next-year growth of mountain pine beetle tree-mortality area in four western US regions, 1999-2025

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