Parents Reap What They Sow
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
A controversial feature of modern parenting is “child-centrism,” the tendency for parents to prioritize their children’s well-being above their own. It has been suggested that child-centric parenting in its various forms may undermine parental well-being. Contrary to popular belief, more child-centric parents reported deriving more happiness and meaning from parenthood (Study 1). Study 2 employed the day reconstruction method (Kahneman, Krueger, Schkade, Schwarz, & Stone, 2004) to capture parents’ actual experiences while taking care of their children. Consistent with Study 1, greater child-centrism was associated with the experience of greater positive affect, less negative affect, and greater meaning in life when engaged in child care activities. This link between child-centrism and well-being stands in contrast to recent arguments about the pitfalls of overinvestment in children, while dovetailing with a growing body of evidence that personal well-being is associated with investing in others rather than oneself.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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