The Theater's Backstage: When Numbers Serve the Show—A Case Study on Livent (Part 1)*
Bibliographic record
Abstract
ABSTRACT On November 19, 1998, Toronto entertainment company Livent Inc. filed for protection under the Companies' Creditors Arrangement Act, further to issuing a press release stating that the company's audited financial statements contained irregularities. This high‐profile bankruptcy serves as a reminder that Canadian companies are not immune from financial manipulations. The proposed case study lets students act as the auditors responsible for the audit engagement for Livent's financial year ended December 31, 1996, which was the financial year that preceded its failure. Students will be responsible for discussing the work performed by Deloitte & Touche and implementing audit procedures for complex transactions that the company has handled. The students must be capable of identifying the factors that may have impacted the audit and the engagement risk and will be asked to establish materiality. This case study is based on facts as related by the press and the various legal authorities who dealt with the affair.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".