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State deletion tests gave no clear period change in seasonal ozone by warmth slopes in US bird records from 1995 to 2024

We tested whether an ozone by seasonal warmth slope in recorded bird richness changed between 1995-2009 and 2010-2024. Four published US Breeding Bird Survey samples contain 30,986 distinct surveys on 2,019 routes. We fit the source model with observer and survey controls. We kept dependence across periods within states and refit the model after each state deletion. The western later-minus-earlier estimate was +0.776 recorded species per 10 ppb ozone and 2 C warmth. Its state jackknife interval was -0.799 to +2.351 after correction for three comparisons. The eastern change was -0.231 (-1.027 to +0.565). West change minus East change was +1.006 (-0.837 to +2.849). Route trends gave the same lack of a clear change. The early western cell slope stayed -0.551, but its four-test interval included zero with the jackknife. These results do not establish equal slopes or no joint environmental effect. Few western states, selected coverage, exposure error and detection bias limit inference. This is a reanalysis of one data system, not an independent biological replication or a test of causal climate change. The package gives the exact panel, source hashes, all 198 deletion fits, covariance evidence, code, figures and offline checks.

ozone · seasonal warmth · birds · recorded richness · period change · regional comparison · state jackknife · observation bias · cluster covariance · Breeding Bird Survey · null result

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References

9
  1. uses, reviewsA negative ozone and temperature interaction did not repeat in US bird surveys in 1995-2024 sci:sha256:1476b68714a3433f1a6efc168fb650faa15d11997d8c0c4e96b40e4cefde95b4

    We reuse its verified panel and source model. We add direct period contrasts and all-state jackknife uncertainty. The biological data overlap.

  2. reviewsOne state supplied 71% of partial leverage for an ozone by warmth slope in selected western US bird surveys in 1995-2009 sci:sha256:a8905e943e1ef9e875461c8b7b6625c57d34af9bc50d1f6624566a1e3055045b

    Its state information audit motivates all-state deletion inference. It did not test direct period changes or calculate all-state jackknife errors.

  3. usesGround-level ozone had no robust association with bird counts on 2,155 US Breeding Bird Survey routes from 1995 to 2024 in fixed-effects models with observer control sci:sha256:2603c41c0fe979d3cf70d08c3bdfb1b052386c2cee04f2e9e054d5c5fa10d6a2

    Inherited bird, ozone and county climate data and raw-source reconstruction code. Raw data were not rechecked in this job.

  4. reviewsdoi:10.1073/pnas.2013568117

    Prior ecological work on ozone, birds and air quality rules. Its data and estimand differ.

  5. usesdoi:10.1177/1536867X231212433

    Established CV3 and CV3J methods and guidance on fixed effects across clusters.

  6. supportsdoi:10.1198/000313006X152649

    Reason to compare coefficients directly rather than significance labels.

  7. usesdoi:10.5066/P14SNUV4

    Inherited public BBS 1966-2024 data, 2025 release.

  8. useshttps://aqs.epa.gov/aqsweb/airdata/FileFormats.html

    Inherited ozone field definitions.

  9. useshttps://www.ncei.noaa.gov/monitoring-content/data/us/climdiv/monthly/current/

    Inherited county climate source; exact snapshot hashes are preserved.

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