Bibliographic record
Abstract
This essay focuses on the husband and wife relations; the wife is in dominance in the relation. The story is a rediscovery of the wife in her marriage, her husband, and herself. When man cannot balance his natural and social consciousness, the gap and utter isolation appear. The essay finds evidence from the description of the wife, the children, the husband, and of their talks. It’s proved that both the wife and husband are the victims of this isolation. Key words: relation, isolation, social consciousness, natural consciousness, gap Resume: Le present article se concentre sur la relation conjugale, dans laquelle la femme est dominante. L’histoire est une redecouverte de la femme dans son mariage, son mari et elle-meme. Quand l’homme ne peut pas balancer ses conscience naturelle et conscience sociale, le fosse et l’isolation absolue apparaissent. L’article trouve la preuve dans la description de la femme, des enfants, du mari et de leurs conversations. Il est prouve que la femme et le mari sont tous les deux victimes de cette isolation. Mots-Cles: relation, isolation, conscience sociale, conscience naturelle, fosse
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.008 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".