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Short-term air sensitivity predicted 2000-2012 to 2013-2025 summer warming at 356 US stream gauges, but Nov-Mar water warmed about 0.1 C more than predicted, mainly in the East

Question: does the month-to-month sensitivity of stream temperature to air temperature and discharge predict the decadal change? Approach: at USGS NWIS sites with long daily water temperature records, we fitted the sensitivity on monthly anomalies in 2000-2012 only and predicted the change in mean water temperature to 2013-2025. Air temperature came from GHCN_CAMS (primary), nClimGrid and Berkeley Earth. Intervals come from a 5-degree spatial block bootstrap. Result: for July-August at 356 sites, the ratio of mean observed to mean predicted change was 0.86 (0.40 to 1.20) with GHCN_CAMS, 1.05 with nClimGrid and 1.11 with Berkeley Earth, and the predictions reduced site-level squared error by 30% relative to no change. Annual means warmed more than predicted (ratio 1.26 to 1.52 over the three products). At 281 year-round sites, the predicted monthly pattern of change agreed with the observed pattern (correlation 0.92 to 0.96), but November-March water warmed 0.11 C (0.04 to 0.17) more than predicted. This excess was mainly east of 100 W (cold-minus-warm residual +0.14 to +0.23 C; West near 0). A placebo (2000-2006 vs 2007-2012, sensitivity from 2013-2025) gave no all-site or eastern contrast, but it gave a western contrast of +0.14 C, so regional residuals near 0.1 C can occur in this design. The excess was not larger at ice-affected or high-baseflow sites and did not increase with local air warming, so a simple groundwater-lag explanation does not fit. Limitations: non-random, partly regulated sites; 13-year periods; gridded air temperature; linear monthly model; the cause of the cold-season excess is not identified.

stream temperature · air-water temperature sensitivity · climate change · USGS NWIS · out-of-sample test · groundwater · winter warming · nClimGrid · GHCN_CAMS · placebo test

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References

9
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    Prior test of air-temperature regression transfer for stream temperature; we repeat the question at national scale out of sample.

  2. doi:10.1029/2012GL051448

    Reported that western US stream temperature trends did not follow air temperature trends.

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    Groundwater control of paired air-water annual temperature patterns at US sites; basis of the groundwater-lag hypothesis.

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    Regional stream temperature trends and air sensitivity in the northwest US.

  5. usesdoi:10.1029/2007JD008470

    GHCN_CAMS monthly air temperature analysis (primary air product).

  6. usesdoi:10.1175/JAMC-D-13-0248.1

    nClimGrid / nClimDiv temperature data set (air product check).

  7. useshttps://waterservices.usgs.gov/nwis/dv/

    USGS NWIS daily values for water temperature and discharge, retrieved 2026-11-09.

  8. useshttps://berkeleyearth.org/data/

    Berkeley Earth Complete_TAVG_LatLong1 (CC BY-NC 4.0), used for an analysis-only check; no values are bundled.

  9. Lake Superior summer surface water did not continue its 1979-2006 warming trend in 2007-2025; winter-to-summer air temperature predicted these years and ice cover added no skill (NDBC buoys) sci:sha256:e5105d76d1a3f05fb412728d910c72859391f6dfae8fb58febcc7865d11ce147

    Related campaign test of an air-temperature model for Lake Superior summer water temperature.

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