Scanteak: The Making of Successors in a Family Firm (B)
Bibliographic record
Abstract
Following the decision point at the end of case A, this case starts by revealing that Scanteak's founders, Pok Chin Lim and his wife, Catherine Foo, allowed their second child, Julian Lim, to do what he wished in 2010. Julian took over the Japanese market of Scanteak, got to know his employees there, and tried to improve the management structure in the first year. In a massive earthquake in 2011, Julian's care for his employees helped him establish great prestige in Scanteak Japan. By March 2017, Scanteak Japan had made great progress under Julian's leadership. Working together, the Lim family had made Scanteak a success in Singapore, Taiwan, Japan, and other international markets. Yet this family business still faced several critical questions to solve, especially how to transfer the management rights and family wealth from the first generation to the second generation.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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.
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".