1 min readfrom Frontiers in Marine Science | New and Recent Articles

The thermal gap constraint: why satellite degree heating weeks fail where reefs need them most

The thermal gap constraint: why satellite degree heating weeks fail where reefs need them most
Degree heating weeks (DHW), the global standard for coral bleaching prediction, shows large regional variation in skill. Whether this reflects data quality or an architectural limitation is unresolved. Using Japan’s Monitoring Site 1000 (26 sites, 5 years) and the Global Coral Bleaching Database (7,286 records, 51 countries), I identify a thermal gap constraint: as climatological SST rises above ~28.5°C, anomaly accumulation compresses, preventing DHW from reaching alert thresholds. Metric architecture dominated prediction skill over SST product choice (Δ AUC = 0.24 vs 0.02). DHW’s AUC declined from 0.705 to 0.568 globally. An absolute-temperature metric bypassed the constraint (AUC = 0.884 vs 0.624). With a reef mask applied, 63% of global reef area falls within the constraint zone (29% across all warm-ocean pixels). A two-tier prediction approach is warranted.

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Tagged with

#ocean data
#Coral Bleaching
#Degree Heating Weeks (DHW)
#Thermal Gap Constraint
#SST (Sea Surface Temperature)
#Anomaly Accumulation
#Reefs
#Metric Architecture
#AUC (Area Under the Curve)
#Absolute-Temperature Metric
#Prediction Skill
#Japan's Monitoring Site 1000
#Global Coral Bleaching Database
#Climatological SST
#Reef Mask
#Two-Tier Prediction
#Warm-Ocean Pixels
#Alert Thresholds
#Satellite
#Bleaching Prediction