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Record W616286808

Recovery Comes to Crashing Halt

2008· article· en· W616286808 on OpenAlexaboutno aff
Aaron Karp

Bibliographic record

VenueAir transport world · 2008
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicAviation Industry Analysis and Trends
Canadian institutionsnot available
Fundersnot available
KeywordsProfitability indexEarningsGoodwillBusinessFinanceLow-cost carrierQuarter (Canadian coin)Profit (economics)Profit marginTollOperations managementEconomicsMarketingGeography
DOInot available

Abstract

fetched live from OpenAlex

This article reviews the plunge in U.S. airlines’ financial performance after the 2007 recovery. After imposing cost controls to increase profitability, fuel cost rises have led to losses that are spiraling out of control for the first quarter of 2008. The 10 largest U.S. carriers posted a cumulative net loss of $11.76 billion. That figure includes a $10 billion noncash goodwill impairment charge recorded by Delta Air Lines and Northwest Airlines. Still, only Southwest registered a profit and saw earnings plunge by more than 63 percent year over year. Delta and Northwest are proposing a merger, while Southwest is planning on cutting fleet growth to protect its profits. JetBlue, AirTran Airways, Alaska Airlines, Horizon Air, Continental, US Airways and American Airlines are also discussed.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.267
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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 head0.049
GPT teacher head0.217
Teacher spread0.168 · 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; both teacher heads agree on what is shown here.

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

Citations0
Published2008
Admission routes1
Has abstractyes

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