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.
Bibliographic record
Abstract
The Wawanesa Mutual Insurance Company, successful in western Canada, struggled to replicate its business model in Quebec in the 1930s. The absence of financial responsibility law in Quebec, which made purchasing automobile insurance nearly compulsory for drivers, created a unique opportunity. Wawanesa could insure taxis and fleets in a market where uninsured drivers were the norm. To accommodate this change, it became a direct writer in Quebec. The company also loosened its previously rigid management style to allow branch managers to make regionally appropriate decisions. Insurance companies that fled Quebec in the 1940s would struggle to compete upon their return, because Wawanesa became a market leader. The introduction of financial responsibility law in the province in 1961 would grow the company in the years that followed. As historians work to understand the importance of regional and legislative change to the insurance industry, this story provides a snapshot of a single company in a single market.
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 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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it