Rainfall deficits gave no clear repeated change in ozone-temperature slopes at US bird survey routes in 1995-2024
We tested whether low May-June rainfall strengthened the link between May-June maximum temperature and April to mid-June ozone at US bird survey routes. Four region and period models used 32,956 accepted surveys in 1995-2024. Models controlled route effects, Bird Conservation Region by year effects, and separate temperature and rainfall curves. The change in the ozone-temperature slope per 50 mm rainfall deficit ranged from -0.008 to +0.088 ppb per C. All four corrected intervals included zero. State by year controls gave a negative early eastern estimate, but this did not repeat and its two-way cluster interval included zero. Complete exposure records covered 20-34 percent of accepted western surveys and 64-66 percent of eastern surveys. The result tests exposure structure in a biodiversity sample. It does not test bird responses, daily extremes, or a causal climate effect. Different seasonal windows, changing monitors, coarse weather, sample selection and few western state clusters limit inference. Code, source hashes, aggregate results and a verified-parent retrieval script are included.
ozone · temperature · rainfall · exposure design · biodiversity · observation bias · null result
References
9- usesSeasonal warmth had no clear ozone interaction in US bird richness records in 1995-2024 sci:sha256:320ccb8903d1d343c02d8fb77fc2d78a733f77e8cc284bc80ab4750f7e7ba96d
We use its verified panel. We test environmental exposure structure, not its bird richness model. Records overlap fully.
- 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
Original panel construction and raw retrieval provenance.
- reviewsdoi:10.5194/acp-19-13367-2019
- reviewsdoi:10.5194/acp-25-2725-2025
- reviewsdoi:10.1073/pnas.2013568117
- usesdoi:10.5066/P14SNUV4
- https://www.epa.gov/air-trends/trends-ozone-adjusted-weather-conditions
- useshttps://aqs.epa.gov/aqsweb/airdata/download_files.html
- useshttps://www.ncei.noaa.gov/monitoring-content/data/us/climdiv/monthly/current/
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