Bibliographic record
Abstract
eighing in at 48 pages and some 6 000 words, Bill 37 1 of the second session of Manitoba's 39 th Legislature was a massive undertaking.So massive, in fact, that the five-bills-in-one superbill never made its way off the ground during the session.Bill 37 was introduced 30 April, moved to its committee stage three-andone-half weeks later, and was on its way to becoming law when it was derailed by (depending on how one looks at it) either an effective opposition attack at committee meetings or a procedural quagmire created by a minority group of MLAs that wasn't willing to play ball.Keeping with the baseball metaphor, Bill 37 had all the drama of a bases loaded, 3-2 pitch in the bottom of the ninth inning, and at least as much substantive clout.In total, the bill sought to create or amend five different statutes.If passed as originally proposed, it would have created a provincial lobbyist registry system, a new public subsidy for political parties, fixed date elections, given a government-dominated committee the power to screen MLA mailouts, and aggressive new limits on political spending and communications.Quite the mouthful: and one that, in the end, Manitoba's legislative process was unable to swallow in one session alone.After five nights of packed houses at committee meetings, the government and opposition came to an agreement to delay passage 1 The Lobbyists Registration
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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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".