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Record W2100846822 · doi:10.1506/4bnn-3ktp-74q0-7r1x

CAP Forum on Forensic Accounting in the Post‐Enron World: Education for Investigative and Forensic Accounting*/FORMATION ET JURICOMPTABILITÉ

2006· article· en· W2100846822 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCanadian Accounting Perspectives · 2006
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicAuditing, Earnings Management, Governance
Canadian institutionsUniversité de MontréalUniversity of Toronto
Fundersnot available
KeywordsForensic accountingAuditAccountingRestructuringBusinessProfessional conductPublic relationsPolitical scienceLawFinance

Abstract

fetched live from OpenAlex

ABSTRACT Recent financial scandals have raised the awareness that accountants should be alert to potential fraud and other economic disputes and can provide significant assistance in preventing, investigating, and resolving such matters. Forensic accountants provide these services with knowledge of court requirements and proceedings so that effective legal action is possible, even though most actions are concluded without the involvement of the courts. Although forensic accounting was growing in importance even before Enron and the Sarbanes‐Oxley Act, the ensuing tightening of the securities regulations in both Canada and the United States triggered recognition that accounting students and professionals need a fuller understanding of fraud and other economic crimes, and how to find, prevent, and resolve them, as well as the career choices that could be involved. While some of this material is covered in auditing texts and courses, emerging expectations will require the enhancement and restructuring of forensic accounting education within university programs, and will encourage more interest in graduate specialist professional designations. This paper has two objectives: to offer insights into the design and delivery of forensic accounting programs, and into the availability of professional programs; and to provide some exploratory evidence on the type of services currently rendered by investigative and forensic accountants in Canada.

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)0.001
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.604
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0010.000
Scholarly communication0.0020.004
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.008
GPT teacher head0.217
Teacher spread0.210 · 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