Review of <i> A Business History of Alberta</i> by Henry C. Klassen
Bibliographic record
Abstract
Given the dearth of business histories in Alberta, and in Western Canada for that matter, A Business History of Alberta is a welcome contribution to Canadian regional historiography. Henry Klassen's study, the result of many years of intensive research at a variety of levels, emerges as a well written account of the development of business in Alberta from the territorial period to the present day. Using specific examples, supported in many cases by personal interviews, Klassen has brought to life the histories of dozens of business enterprises in all parts of Alberta over a hundred year period. His reliance on the interview process is particularly significant since many of the pioneer businessmen he interviewed are now deceased. Klassen's organization is clear and straightforward, his narrative readable and easy to follow. He develops his themes of development using specific instances, beginning with general business and moving chronologically through the transition to specialization, bureaucratic management, and into the age of decentralized management systems. Also, by compartmentalizing such crucial areas as the role of government, he spares the reader unnecessary confusion.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.015 | 0.036 |
| Science and technology studies | 0.007 | 0.006 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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 source (direct Gemma or distilled Codex), 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".