Is the Cohabitation–Marriage Gap in Money Pooling Universal?
Bibliographic record
Abstract
Numerous studies have shown that cohabitors are less likely to pool their money than married couples. The authors raise the question of whether the marriage–cohabitation gap in money pooling varies according to the level of institutionalization of cohabitation in the society. They compared 2 Canadian regions with very different demographic regimes. The francophone province Québec has the highest proportion of cohabiting couples in the world, whereas the levels of cohabitation are moderate in other Canadian provinces. Moreover, the 2 regions differ in their legal systems (civil code vs. common law) and legal regulation of cohabitation. Using data from the Canadian 2011 General Social Survey ( N = 9,852), the authors found that cohabitors in both regions are less likely to pool their money together. Nevertheless, they did not confirm the hypothesis that the marriage–cohabitation gap is smaller in Québec despite the higher levels of institutionalization of cohabitation in this region.
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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 | 0.002 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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".