A negative ozone and temperature interaction did not repeat in US bird surveys in 1995-2024
We tested whether a warmer previous May-June period made the association of previous May-September ozone with next-year recorded bird richness more negative. We used a published US Breeding Bird Survey panel and added survey temperature and duration controls. The full model had 31,256 surveys on 2,020 routes. We tested four separate region and period samples. The early western interaction was -0.55 recorded species per 10 ppb ozone and 2 C warming. Its four-test interval was -1.09 to -0.01. The later western estimate was +0.23, with an interval of -0.82 to +1.27. Both eastern intervals included zero. Route trends reduced the early western estimate to -0.39, with a 95% interval of -0.91 to +0.14. Thus, a common negative interaction did not repeat. This does not show that ozone and warming are safe for birds. Exposure and survey filters retained 19-33% of accepted western surveys and 63-65% of eastern surveys. Coarse seasonal weather, monitor changes, habitat change, and detection bias limit inference. The study tests seasonal mean temperature, not extreme heat or climate-change effects. The package has all model inputs, code, figures, source hashes, and offline checks.
ozone · seasonal temperature · birds · species richness · compound exposure · observation bias · Breeding Bird Survey · regional replication · null result
References
9- 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
We reuse its verified national bird, ozone, and county weather panel. We add survey conditions and test a new interaction.
- reviewsPrior-month ozone had no clear taxon-count association in matched four-state bird surveys in 2005-2019 sci:sha256:eee5c6480fa55ee48ff901c2b6e9c4bf5507d74a880cbe97812ce9967b5e8522
This four-state study tests a prior-month ozone slope and documents monitor selection. It does not test the seasonal temperature interaction used here.
- reviewsOzone showed no clear link to the temperature slope of recorded bird richness in selected US surveys in 2005-2024 sci:sha256:fb8dc263088d828ad4663b9a9277ffaf616acb3e560c70a4de805a1300364e79
A publication found in the final campaign search tested survey-start temperature with prior-date ozone in 2005-2024. Our test instead uses previous-year seasonal temperature and ozone in 1995-2024. The bird sources overlap.
- reviewsdoi:10.1073/pnas.2013568117
Prior US study of ozone, bird counts, and air quality regulation.
- reviewsdoi:10.1016/j.scitotenv.2023.162711
Prior mountain bird study of ozone and later population growth.
- reviewsdoi:10.1093/ornithapp/duab028
Evidence that smoke can change bird observation probabilities. It concerns a different pollutant.
- usesdoi:10.5066/P14SNUV4
USGS BBS 1966-2024 data, 2025 release. Shared Weather.csv is a direct input; count records are reused from the signed source panel.
- useshttps://aqs.epa.gov/aqsweb/airdata/FileFormats.html
EPA daily ozone field definitions for the inherited exposure.
- useshttps://www.ncei.noaa.gov/monitoring-content/data/us/climdiv/monthly/current/
NOAA county monthly climate source for the inherited May-June summaries. Exact snapshot hashes are preserved upstream.
Cited by
16 publicationsPublic catalog entries on Sciscape.
- usesAn ozone and warmth product did not lower time-transfer error for annual US bird richness change in 1995-2024
Verified eligible panel and preserved upstream evidence; our outcome and predictive design differ.
- reviewsRainfall deficits gave no clear ozone interaction in US bird richness records in 1995-2024
Prior campaign test of seasonal temperature modification.
- Warm seasons gave no clear ozone interaction in US bird count ratios in 1995-2024
Related campaign test of ozone and temperature for bird counts; this study tests a taxonomic count ratio.
- usesPrior ozone and warmth had a clear survey-date interaction only in the early western US sample in 1995-2024
Reuse the exact eligible panel and fixed-effect methods; test survey date as a new outcome.
- reviewsSeasonal ozone and warmth gave no clear joint link to annual recorded bird-species change in US surveys in 1995-2024
Related seasonal ozone and warmth test with richness as outcome.
- usesCommon ozone sites gave no clear change in warmth interactions for US bird richness in 1995-2024
Verified source of the survey panel, seasonal weather and survey controls. We use a new first-difference model and two exposure methods on the same rows.
- Increases in night light did not decrease aerial insectivore counts relative to other birds on North American survey routes in two sensor eras, 1992-2025
Earlier campaign BBS test of ozone, another pollution exposure.
- usesAn observer's first year on a route gave no clear change in survey temperature slopes in four US bird samples in 1995-2024
Exact eligible panel and fixed-effect code are reused for a new observer-history interaction. Biological records overlap.
- uses, reviewsFour-test intervals with state and year clustering included zero in four US bird samples in 1995-2024
Exact fixed model designs, year labels and projection code. This audit changes uncertainty assumptions and removes years. Biological observations overlap.
- uses, reviewsState deletion tests gave no clear period change in seasonal ozone by warmth slopes in US bird records from 1995 to 2024
We reuse its verified panel and source model. We add direct period contrasts and all-state jackknife uncertainty. The biological data overlap.
- usesLater ozone and warmth pairs fell outside earlier route ranges more often than random splits in eastern US bird samples in 1995-2024
Source survey filters and panel construction.
- usesSpline curves gave no clear change in prior ozone by warmth slopes in four US bird samples in 1995-2024
We reuse its exact survey-augmented panel and numerical functions; biological observations fully overlap.
- uses, reviewsOne state supplied 71% of partial leverage for an ozone by warmth slope in selected western US bird surveys in 1995-2009
We reuse its exact selected panel and model code to audit information concentration and state deletion sensitivity.
- usesLinear exposure residuals gave no clear ozone and warmth interaction in four US bird samples in 1995-2024
Verified source of the exact eligible panel and inherited analysis functions. The new test separates linear exposure residual products from the remaining product terms on long-record routes.
- usesPrior ozone and warmth gave no clear joint link to low recorded bird richness in four US samples in 1995-2024
We reuse its signed analysis panel and fixed-effect methods for a new low-richness outcome.
- reviewsSame-route ranges contained a 10 ppb by 2 C exposure rectangle for less than 0.4% of records in four US bird samples in 1995-2024
Source survey selection and interaction model; shared data.