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 following is a summary of a book about divorce counseling. Although divorce rates have increased from 1990 to the present day, there has been a significant decrease in divorce rates for women over 35 years old worldwide. Currently, the average age of marriage for women is 28 and for men is 30, and although couples may be more prepared for married life at a later age, marriage at a younger age is recommended. The probability of divorce is also higher in the first four years of marriage. Unrealistic expectations of the spouses about themselves and their relationship can be one of the main causes of divorce, as well as sexual problems, financial issues, infidelity, substance abuse, physical abuse, and lack of effective communication and harmony in married life. This book attempts to provide useful information on the introduction, prevention, and influential factors of divorce using current sources and articles in this field. The presented topics are also in line with academic syllabuses that can be beneficial for students and professors.
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 | 0.001 | 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) | 0.027 | 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