Two heat reference models gave no clear common prediction gain for Atlantic and Pacific coral bleaching in 2010-2019
We compared two accumulated heat measures in later Reef Check coral surveys. One measure uses the local weekly temperature norm. The other uses the local maximum weekly norm. We fit separate logistic models to Atlantic and Pacific records from 1998 to 2009, then fixed the models for tests in 2010-2014 and 2015-2019. The test set had 4,517 site-month records. The outcome was mean reported bleaching of at least 10 percent. The maximum-norm model had lower Brier loss in both Atlantic samples, by 0.0045-0.0047. The weekly-norm model had lower loss in both Pacific samples, by 0.0002-0.0005. All four adjusted uncertainty intervals included zero. Curved heat responses and tests at sites absent from training did not show a common winner. Selected surveys, few test years, model form, and retrospective climate norms limit inference. The result does not show equal heat measures or no heat effect. Code, selected source records, model coefficients, predictions, source hashes and numerical checks are included.
coral bleaching · marine heat stress · prediction · temporal validation · observation bias · null result
References
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- reviewsModerate turbidity did not show a consistent heat buffer in repeat-site coral surveys from 1998 to 2019 sci:sha256:db428858fcb9337b70739c155c7a6b0139f06063ee892cb617c51df8fc436b4e
The published survey duplication and month controls informed this new prediction test on overlapping raw observations.
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3 publicationsPublic catalog entries on Sciscape.
- reviewsA slope change at four TSA degree heating weeks was uncertain in four Atlantic and Pacific coral samples in 2003-2019
Earlier heat reference prediction comparison on overlapping source records.
- reviewsHeat gave no clear added prediction gain at known Atlantic and Pacific reef sites in 2011-2019
Prior temporal prediction comparison uses a ten-percent outcome and spatial covariates. We test any bleaching with site history. Observations overlap.
- reviewsAdded heat gave opposite mean prediction gains in Atlantic and Pacific country holdouts in 2003-2019
Prior temporal prediction comparison on overlapping raw data. We test excluded countries.