Constructing a Harmonious Family: Family Relationships From Estrangement to Interaction
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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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.007 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".