HOUSEHOLD PRODUCTION AND SEXUAL ORIENTATION
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
The 2006 Canada census is used, along with a well‐known model of household production, to estimate the value of household commodities produced by gay, lesbian, and heterosexual couples. The results show some intriguing differences and similarities. Unlike heterosexuals, gay and lesbian couples respond differently to changes in the cost of time. However, all couples are characterized by the importance of market goods over time and the importance of human capital in the market over the home, with respect to household production. Hence, although there are differences in the sexual division of labor between households of different sexual orientations, the value of household commodities is mostly driven by differences in the amount of market goods used in the home. Market goods are determined by income, and differences in income within a couple‐type swamp differences in income across couple‐types, and as a result there is no statistical difference in the value of household commodities produced across the three sexual orientations . (JEL D13)
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 | 0.000 |
| 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