HAL (France)
open access
Towards Biodiversity Indicators from Opportunistic Records: Standardizing Sampling Effort and Accounting for Observer Behavior in French Coleoptera
Opportunistic citizen-science records provide unprecedented volumes of biodiversity data, but uneven sampling effort and observer behavior complicate comparative inference. We evaluated a simple standardization framework based on fixed sampling depth, repeated resampling, observer profiling and limi
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