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Record W4243634245 · doi:10.1016/s1464-2859(05)70762-8

Ballard looks to China, Japan as CEO leaves

2005· article· en· W4243634245 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueFuel Cells Bulletin · 2005
Typearticle
Languageen
FieldEngineering
TopicIntegrated Energy Systems Optimization
Canadian institutionsnot available
Fundersnot available
KeywordsEngineeringCorporationManagementDelegationCashChinaDatabase transactionPower (physics)BusinessFinancePolitical scienceEconomicsLawComputer science

Abstract

fetched live from OpenAlex

The past month or so has been a busy time at Vancouver-based Ballard Power Systems. First the company closed the deal with DaimlerChrysler and Ford to hive off its Ballard Power Systems AG subsidiary in Germany, which has now been renamed NuCellSys GmbH [see separate item below]. Then Ballard hosted a delegation led by the Chinese President, Hu Jintao, for an official visit that included a tour of the company's R&D and manufacturing facilities. A few days later it announced initiatives to prolong its existing cash resources through a targeted 12% reduction in operating expenses, through reductions in discretionary spending and further staff reductions. Then the company completed a transaction with Japanese partner Ebara Corporation and their joint venture Ebara Ballard to provide funding for the next generation of cogeneration stack and system technology, which will provide Ballard with US$30m in cash over four years. To round off a hectic six weeks, president/CEO Dennis Campbell stepped down, saying ‘it's time for me to move on to other challenges.’

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.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.862
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.010

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 head0.003
GPT teacher head0.173
Teacher spread0.170 · 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