Constructing a Harmonious Family: Family Relationships From Estrangement to Interaction
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
Harmony is an ideal state that human kind has pursued in the past several thousand years. Construction of a harmonious family is to realize harmonious relationship and coordination between family members and to realize mutual respect, trust and assistance among family members. For the time being, the kind of family that keeps promise, performs an obligation and shows care for each other among family members is still the mainstream and a large majority of families have strong coordination and adaptation capacity. However, it is still not enough in emotional expression, building of a happy atmosphere and tolerance and compromise in interpersonal interaction. Estrangement of interpersonal relations in a family becomes a major factor in influencing family harmony and gives rise to a series of family issues, such as, marriage issue, empty nest issue and family violence. Family is the cell of a society and construction of a harmonious family is of great significance to stability and healthy development of the society. This paper studies the issues frequently occurring in interpersonal relations in a family and proposes guidelines and suggestions for construction of a harmonious family.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it