Bibliographic record
Abstract
While the formal definition of divorce may be concise and straightforward (legal termination of a marital union, dissolving bonds of matrimony between parties), the effects are anything but, particularly when children are involved. The Americans for Divorce Reform estimates that "40 or possibly even 50 percent of marriages will end in divorce if current trends continue." Outside the U.S., divorce rates have markedly increased across developed countries. Divorce and its effects are a significant social factor in our culture and others. It might be said that a whole "divorce industry" has been constructed, with divorce lawyers and mediators, family counselors, support groups, etc. As King Henry VIII's divorces showed, divorce has not always been easy or accepted. In some countries, divorce is not permitted and even in Europe, countries such as Spain, Italy, Portugal, and the Republic of Ireland legalized divorce only in the latter quarter of the 20th century. This multi-disciplinary encyclopedia covers curricular subjects related to divorce as examined by disciplines ranging from marriage and the family to anthropology, social and legal history, developmental and clinical psychology, and religion, all through a lens of cultural sociology.
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.
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 | 0.001 | 0.000 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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; both teacher heads agree on what is shown here.
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".