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
Canada’s Assisted Human Reproduction Act justifies its non-commercialization approach to surrogacy on the grounds that commercial payments for surrogacy commodify women and are exploitative. However, empirical evidence suggests that payments in surrogacy are not exploitative, at least not to an extent that would warrant criminalizing payments. Given skepticism about the connection between exploitation and commodification, I explore whether commodification critiques can ground an alternative justification for the non-commercialization of surrogacy. First, I examine Vida Panitch’s argument that commodification critiques are flawed for being absolutist, that is, they cannot identify what makes some surrogacy transactions better or worse than others. Second, I examine Anne Phillips’ rearticulation of a commodification critique: Commercial surrogacy is problematic because it undermines equality in a democratic society. I argue that Phillips’ revision can escape absolutism and provide a better justification for Canada’s non-commercialization stance. However, it also entails that the preference for criminalizing payments is weakened, as other policy solutions might be effectively implemented to protect equality. As a result, I propose a shift in how commodification is appealed to: Less attention should be paid to abstract values and more attention should be given to how those values are enacted relationally between members of a political community. I also tentatively suggest that commodification critiques might provide a normative basis in Canadian policy for a self-sufficiency regulatory framework, which centres on values such as solidarity and the public good.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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