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
Throughout history, societies have classified certain forms of sexual intimacy as unlawful in the family setting. These are punishable under religious rules and government status. Incest is sexual intercourse between close relatives. It is a social taboo and can be illegal or in some cases legal depending on the jurisdiction. Genetic Sexual Attraction (GSA) is one of the causes of incestuous behaviour especially between adults. It can also be caused accidentally, where the two partners will not be aware of their biological relationship. Incest effect is an increase in sexualized behaviour and also Post Traumatic Stress Disorder (PTSD). A prevention of incest is separate sleeping arrangements (i.e., bed separation) of the children between the ages of 5-7 years and above, and teaching children about different kinds of touching which could lead to incestuous behaviours early in life. By implication, sufficient information should be provided for children to prevent incest and counsellors should provide adequate guidance to victims to reduce its threat to family security.
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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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