Assisted Reproduction and Cross-Border Maternal Surrogacy Regulations in Selected Nations
Bibliographic record
Abstract
Aims: To ascertain the laws and policies of selected high income countries, with respect \nto the disposition of their citizens seeking assisted reproductive technologies (ARTs) internationally. \nStudy Design: Literature review. \nMethodology: PubMed, Scopus and Google of various ART terms with terms relating to \nregulations in the selected nations of Australia, Canada, New Zealand, the UK, the USA, and Israel. \nResults: All nations except the USA have a federal ART regulatory presence, distinguish \nbetween gestational and traditional surrogacy, and between paid and unpaid surrogacy. \nPolicies concerning the repatriation of children produced by ART abroad vary widely. \nConclusions: Heterogeneous regulations are one of the drivers of the global \nreproductive tourism industry. Domestic regulationsare likely affected by both the values of a specific population and the needs of the industry.
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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 | 0.008 | 0.081 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".