Motivations to pursue surrogacy for gay fathers in Canada: a qualitative investigation
Bibliographic record
Abstract
In Canada, the evolution of gay rights and surrogacy legislation present a unique sociopolitical context in which gay men consider parenthood. This study explored the motivations of gay men and gestational surrogates to pursue surrogacy in Canada. Interviews were conducted with (a) gestational surrogates who had been implanted with one or more embryos from a donated egg and gay fathers’ sperm and (b) gay men who completed gestational surrogacy to have a biological child. Data were analyzed through interpretive phenomenological analysis (IPA) strategies. Findings are framed within ecological systems theory (EST) to demonstrate how both proximal and distal contexts have either facilitated or hindered the decision to pursue surrogacy for gay men. A new theoretical interpretation of surrogacy shows that reproductive decision-making is situated across a complex continuum, from acts of resistance that challenge heteronormative parenthood and kinship practices to reenactments of traditional family systems and hegemonic gender norms.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.025 | 0.009 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".