MétaCan
Menu
Back to cohort
Record W2507352443 · doi:10.1057/9781137510709_10

Medtronic, Inc.: Competitor’s Strategic Audit, A Case Study

2015· article· en· W2507352443 on OpenAlexaboutno aff
Alicia J. Bajada, Angelo A. Camillo, Akhtiara Erskine, Svetlana Holt

Bibliographic record

VenuePalgrave Macmillan Books · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Marketing Education
Canadian institutionsnot available
Fundersnot available
KeywordsBankruptcyBusinessStock (firearms)AuditCash flowManagementFinanceAccountingEngineeringEconomics

Abstract

fetched live from OpenAlex

Abstract With a mission to alleviate pain and restore patients to full health, Medtronic, Inc., created in 1949, produces a wide range of medical equipment to treat chronic diseases such as heart failure, diabetes, and Parkinson’s disease. Following its creation, Medtronic had significant growth and expansion in Europe, Africa, Canada, Cuba, and Australia. However, in 1962 the company found itself on the verge of bankruptcy. Fortunately, it was able to receive a cash infusion by a capital firm, which helped turn the company around. By 1977, the company was selling in over 70 countries. From 1985 to 2006 it had a dynamic compounded growth rate of 18 percent. Again, the success did not last, and in early 2010 the company’s stock value plummeted. In June of 2011, Omar Ishrak was hired as the new CEO to turn the company around.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.347
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.001

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 head0.052
GPT teacher head0.268
Teacher spread0.216 · 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 teacher head, not a consensus.

Study designTheoretical or conceptual
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
Published2015
Admission routes1
Has abstractyes

Explore more

Same venuePalgrave Macmillan BooksSame topicManagement and Marketing EducationFrench-language works237,207