Family Law Pluralism: The Guided-Choice Regime of Menus, Default Rules, and Override Rules
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 traditional nuclear family-where mom is married to dad and they are raising their biological kids--is no longer the norm in America. Nowadays, only one-fifth of America's households consist of a currently married husband and wife raising children.' Only 51% of all adults were married in 2011, the lowest figure in recorded American history and a striking contrast to the 72% who were married fifty years ago. Almost one third of the households with children are headed by single persons or unmarried couples. Over half a million American households are headed by married or unmarried same-sex couples, with nearly a quarter of those raising children. There is now a pluralist array of families in the United States. A century ago, "family" was culturally confined to persons related by marriage and blood; today, family is defined by relations of affinity, love, and commitment. Large majorities of Americans believe that "family" includes married couples raising children, single parents raising children, lesbian and gay couples raising children, and married couples who are not raising children.
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 | 0.000 | 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) | 0.001 | 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