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Record W4416696164 · doi:10.1175/jcli-d-24-0572.1

Examining the Characteristics and Evolution of Wintertime Temperature Whiplash Events in the U.S. Southern Plains

2025· article· W4416696164 on OpenAlexaboutno aff
Katherine L. Giannakopoulos, Jason C. Furtado

Bibliographic record

VenueJournal of Climate · 2025
Typearticle
Language
FieldEnvironmental Science
TopicClimate variability and models
Canadian institutionsnot available
Fundersnot available
KeywordsGeopotential heightWhiplashRossby wavePolar vortexAtmospheric temperatureAnticyclonePotential temperatureStratosphereArctic oscillation

Abstract

fetched live from OpenAlex

Abstract Rapid extreme temperature swings, termed “temperature whiplashes,” can lead to significant socioeconomic impacts. Few studies have considered temperature whiplashes over continental or global domains, but regional characteristics of temperature whiplash events and the potential for long-range predictions of such events remain to be studied. This study focuses on defining and characterizing temperature whiplash events in the U.S. southern plains during the winter. Two types of whiplashes are defined: 1) hot to cold and 2) cold to hot. Using the fifth generation European Centre for Medium-Range Weather Forecasts atmospheric reanalysis from 1950 to 2023 during December–February, temperature whiplash events are defined using a temperature swing index (TSI), a measure of day-to-day changes in temperature, area-averaged across the southern plains. Days where the TSI exceeds the 90th percentile are labeled “high swing days” (HSDs). Temperature whiplash events occur when a HSD coincides with a highly negative (hot to cold) or positive (cold to high) shift in temperatures. Lagged geopotential height composites of hot-to-cold whiplashes illustrate an amplifying Rossby wave train and atmospheric blocking pattern in the North Pacific in the midtroposphere, coinciding with an increasingly distorted and “stretched” stratospheric polar vortex at 50 hPa. Coinciding with a statistically significant upward flux over eastern Siberia/western Alaska and downward flux over Canada, our results suggest possible stratospheric wave reflection prior to the HSD. These characteristics present particular forecasts of opportunity that may improve predictions of these extreme temperature events on a subseasonal to seasonal scale. Significance Statement Rapid changes in temperature within a few days, which we term “temperature whiplash events,” can have significant impacts on agriculture, transportation, and daily life. Although some past studies have looked at these temperature whiplash events on very large scales, regional events and their potential long-range prediction have not been quantified. This study focuses on temperature whiplash events in the southern plains of the United States, an area known for highly variable weather. Analyses of the atmospheric conditions reveal that stronger-than-normal high pressure builds in the North Pacific in the days leading up to the hot-to-cold temperature whiplash event, which helps to funnel colder air down into the southern plains days later. There are also precursor signals in the stratosphere, where the polar vortex shows signs of becoming more elliptical than circular in shape, a known precursor for cold-air surges into central North America. Together, these signals may be useful to improve our forecast skill of these very impactful extreme temperature events.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.041
Threshold uncertainty score0.081

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.014
GPT teacher head0.242
Teacher spread0.227 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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