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Citation notice #1807 · 2026-07-11 03:18:56.561680+00:00

AxiomOcean: Forecasting the Three-Dimensional Structure of the Upper Ocean

Correction Crossref Open

cites Accurate medium-range global weather forecasting with 3D neural networks.Nature, 619(7970):533– 538, July 2023, which carries a correction notice dated 2023-09-14. One-hop deterministic notice: the citation edge exists in the Pith bibliography graph; no model judged whether the citation was load-bearing.

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01Evidence

Raw extraction · citation context · bibliography index 16

As a result, even advanced numerical systems can struggle to maintain realistic upper- ocean thermal structure and subsurface adjustment in short-range forecasting. Recent progress in artificial intelligence has created a new pathway for geophysical prediction. In weather forecasting, data-driven models now achieve remarkable skill at far lower computational cost than traditional numerical systems [16-20]. This success has rapidly motivated parallel developments in ocean prediction, including regional neural forecasting systems, digital twins, and emerging global AI ocean models [21-25]. Yet the ocean poses a distinct challenge: short-term forecast skill depends strongly on the integrity of a stratified water column. Many existing AI ocean models flatten the three-dimensional ocean state into collections of

02Event

Type
Correction
Source
Crossref
Original DOI
10.1038/s41586-023-06185-3
Notice DOI
10.1038/s41586-023-06545-z
Date
2023-09-14
Title
Author Correction: Accurate medium-range global weather forecasting with 3D neural networks
Reasons
['Correction']
Work
Accurate medium-range global weather forecasting with 3D neural networks.Nature, 619(7970):533– 538, July 2023 (2023) Nature

Schema constants (for re-runners): correction · crossref

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