Trajectories of perceived support from family, friends, and lovers in the transition to adulthood
Bibliographic record
Abstract
Trajectories of perceived support from family, friends, and lovers were examined in 923 high school seniors surveyed across the transition to adulthood (ages 18, 19, 20, 22, and 25). Growth models revealed a cubic pattern of support from family members, which peaked at age 20, no change in friend support, and a linear decrease in lover support. Women reported higher levels of support than did men for all sources except fathers. Over time, friend and lover support decreased for women but increased for men. Both mother and father support were higher among young people who had left home, and cohabitation/marriage was associated with lower friend support and higher lover support. Support in close social relationships in the early 20s is dynamic; personal characteristics (e.g., gender) and life course transitions such as leaving home and marriage contribute to changing levels of perceived support.
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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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".