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
For the first time in New Brunswick history, a government was defeated after its first term in power. David Alward, leader of the Progressive Conservatives, defeated Shawn Graham and his Liberal government on 27 September 2010, winning 42 of 55 seats. The Liberals won the remaining 13. Despite boasting a small lead in the public opinion polls, the Liberals were in serious electoral trouble going into the election campaign. A series of misfires and policy reversals, culminating with the disastrous proposal to sell the province’s publicly-owned power utility NB Power to Hydro Quebec, had destroyed the Liberal government’s credibility. Indeed, its low credibility might well have been what motivated the Liberals to try to sell NB Power in the first place: running out of time in its four-year mandate, the Graham government was desperate to find a single “quick-fix” which would reverse party fortunes. However, the gamble backfired, and the 37th General Election provided the Liberals with its lowest vote percentage (34.4%) in their history.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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