MétaCan
Menu
Back to cohort
Record W583825786

WestJet is Growing Up

2006· article· en· W583825786 on OpenAlexaboutno aff
Aaron Karp

Bibliographic record

VenueAir transport world · 2006
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicAviation Industry Analysis and Trends
Canadian institutionsnot available
Fundersnot available
KeywordsProfitability indexLaunchedQuarter (Canadian coin)Profit (economics)WorkforceBusinessFinanceLow-cost carrierEngineeringEconomicsMarketingEconomic growth
DOInot available

Abstract

fetched live from OpenAlex

This article presents a profile of WestJet, which was launched in 1996 with a focus on short-haul passenger flights in western Canada. The occasion for the article is the retirement of the last of its 737-200s, which have been replaced by a fleet of 737NGs. The shift reflects the company’s growth to a preeminent national carrier that challenges Air Canada with a share of just over 33 percent and rising. Elements of the company that CEO Clive Beddoe says contributed to its success include profit-sharing plans that permit the company to resist unionization of the workforce and high average aircraft utilization, as well as a policy of treating customers as “guests.” Losses have been registered, but profitability returned in the final quarter of 2005, avoiding a second straight year in the red. Additional information is provided on financial and operating results, possible partnerships with other operations and route expansion.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.137
Threshold uncertainty score0.458

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0030.001
Scholarly communication0.0080.003
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.1370.046

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 head0.023
GPT teacher head0.206
Teacher spread0.183 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2006
Admission routes1
Has abstractyes

Explore more

Same venueAir transport worldSame topicAviation Industry Analysis and TrendsFrench-language works237,207