GENDER-BASED ANALYSIS PLUS (GBA+) AS CONSTITUTIONAL IMPLEMENTATION
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
There is renewed interest in some quarters in the executive’s role in the implementation of constitutional rights. Canada currently employs a rights vetting process as its primary instrument of rights implementation. This process involves asking whether a proposed law is likely to be found to violate the Canadian Charter of Rights and Freedoms on judicial review. This article examines whether gender-based analysis plus (“GBA+”) can also be understood as a mechanism for implementing constitutional rights, and equality rights in particular. GBA+ is an assessment process used in Canada to evaluate how new policy proposals fare from the standpoint of equality. The term “gender-based analysis” is something of a misnomer because officials must in fact consider how policies might affect all equality-seeking groups. The article considers what role GBA+ and analogous processes play in a constitutional state.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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