Philip Patton
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ptpatton.bsky.social
Philip Patton
@ptpatton.bsky.social
Quantitative Ecologist at the Smithsonian's National Zoo and Conservation Biology Institute, Migratory Bird Center
Webpage: http://philpatton.github.io
Cover image: https://biodiversitystripes.info/global/birds
Thank you to all of my wonderful co-authors, who are too numerous to shout out individually!
January 14, 2025 at 8:05 PM
False negatives, i.e., an individual was resighted but erroneously marked as a first capture, dictated the optimal strategy in many cases. A 2% increase in the false negative rate translated to a 5% increase in the relative bias in abundance estimates. This rate is easy to compute in practice.
January 14, 2025 at 8:05 PM
We fed the results into a custom optimization tool to discern the optimal strategy, that is, the optimal method for generating capture histories with an algorithm, for each dataset. We found that true automation was optimal when the algorithm matched images well.
January 14, 2025 at 8:05 PM
Automating photo-ID creates tradeoffs between reducing effort and increasing estimation error. We explored these tradeoffs with a simulation study, informed by 39 photo-ID datasets representing 24 cetacean species.
January 14, 2025 at 8:05 PM
False negatives, i.e., an individual was resighted but erroneously marked as a first capture, dictated the optimal strategy in many cases. A 2% increase in the false negative rate translated to a 5% increase in the relative bias in abundance estimates. This rate is easy to compute in practice.
January 14, 2025 at 8:01 PM
We fed the results into a custom optimization tool to discern the optimal strategy, that is, the optimal method for generating capture histories with an algorithm, for each dataset. We found that true automation was optimal when the algorithm matched images well.
January 14, 2025 at 8:01 PM
Automating photo-ID creates tradeoffs between reducing effort and increasing estimation error. We explored these tradeoffs with a simulation study, informed by 39 photo-ID datasets representing 24 cetacean species.
January 14, 2025 at 8:01 PM
I’d love to be added if there’s space!
December 4, 2024 at 8:33 PM
Exactly. Most procedures like this create more waste than they would have prevented.
November 22, 2024 at 8:33 PM