Better Homes and Families: Housing Markets and Young Couple Stability in Sweden
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
I model the relationship between aspects of the housing market influenced by housing policy and couple stability for cohabiting couples in Sweden. Using data on 3,851 cohabiting couples obtained from the Swedish Family Survey of 1992, I examine the effects of housing market characteristics on couple outcomes. I focus on three housing variables, including the affordability of housing, the availability of detached housing, and the profitability of ownership. I link these variables to the transitions from cohabitation to marriage or separation in Sweden. Policy relevant aspects of the housing market are shown to have significant effects on the stability of couples in Sweden. Greater affordability increases couple stability. Intriguingly, greater availability of detached housing significantly weakens couple stability.
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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 | 0.002 | 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 | 0.001 |
| 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