Does Hope Reverberate Between Generations?
Bibliographic record
Abstract
Intergenerational transmission refers to the transmission of stories, traits, abilities, ideas, behaviors, and various outcomes from parents to their children. To date, there has been little research on the intergenerational transmission of positive behavior, traits, and actions. To determine whether hope may be transmitted from one generation to the next, a qualitative study was performed, using narrative inquiry and thematic analysis. Over 4 months, four mothers of children with mental illness were engaged in repeated conversations about stories of hope related to their past and how they envisioned hope in their children. Findings indicated that hope could be transmitted to the next generation, either explicitly (verbally) or implicitly (i.e., expressed through actions involving one's children). We conclude that also positive patterns may be transmitted both explicitly and implicitly from one generation to the next. Transmitting hope between generations played a significant role in the mothers' experiences of hope.
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How this classification was reachedexpand
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 | 0.018 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.009 |
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; both teacher heads agree on what is shown here.
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".