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Positive autumn DMI gave no clear added cold ENSO probability skill in 44 winters from 1981 to 2024

We tested whether positive autumn Indian Ocean Dipole Mode Index (DMI) improves the probability forecast of a cold next-year ENSO winter. We used fixed HadISST1.1 DMI and NOAA ERSSTv5 Nino 3.4 data. Each logistic fit used earlier complete targets only. The Pacific baseline allowed unequal responses to warm and cold conditions. The test had 44 winters from 1981 to 2024 and 19 cold outcomes at a fixed -0.5 degrees C cutoff. Adding positive DMI increased the Brier score from 0.16335 to 0.16431. The score reduction was -0.59%, with a conditional 95% three-year block interval of -23.25% to +19.59%. All planned check intervals included zero. This gives no clear added skill for the tested model. It does not show equal skill or rule out a physical Indian Ocean effect. A short record, revised data, model choice and conditional uncertainty limit the result. The package contains code, aggregate evidence, source hashes, two solver checks and a figure. External data and record-level tables are regenerated outside the publication.

ENSO · Indian Ocean Dipole · probability forecast · Brier score · cold winter · null result

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References

9
  1. usesAutumn DMI gave no clear added next-year ENSO forecast gain in 25 winters from 2000 to 2024 sci:sha256:2ab3cdc3dbb0292b6bdbf4fec0668a97b48eb58c993c91b48696c626057660ec

    Prior mean-forecast null result motivated the new cold-winter probability target. Source records overlap; this is not independent confirmation.

  2. June DMI gave no clear added autumn state probability skill beyond ENSO and a trend in 1981-2024 sci:sha256:5c3d227048c6041fb1210a2172407445329742a5e0c793fc87f4bc108713e1b2

    Prior DMI-state probability benchmark has a different prediction target.

  3. doi:10.1029/2023GL105525

    Prior positive IOD asymmetry motivated the positive-only DMI predictor. We do not test the proposed Atlantic path.

  4. doi:10.1038/ngeo760

    Prior long-lead ocean interaction study; public abstract read.

  5. doi:10.1029/2002JD002670

    Required HadISST source reference.

  6. https://psl.noaa.gov/data/timeseries/month/DMI/
  7. https://psl.noaa.gov/gcos_wgsp/Timeseries/Data/dmi.had.long.data
  8. https://www.cpc.ncep.noaa.gov/data/indices/ersst5.nino.mth.91-20.ascii
  9. https://www.metoffice.gov.uk/hadobs/hadisst/terms_and_conditions.html

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