Romantic Relationships from Adolescence to Established Adulthood
Bibliographic record
Abstract
This 15-year longitudinal study investigated with follow-up data how romantic patterns from ages 16 to 24 are associated with romantic involvement and turnover (ages 25-30), romantic dispositions (age 30) and romantic relationships characteristics (age 30). A sample of 255 individuals (60.8% women) identified all their romantic partners between the ages of 16 and 24. Between ages 25 and 30, participants identified all their romantic partners and the length of each relationship. At age 30, they also completed a series of questionnaires regarding romantic dispositions and if it applied, characteristics of their current romantic relationship. Results indicated continuity in the romantic sphere from adolescence to established adulthood. At age 30, romantic patterns were associated with: avoidance of intimacy, jealousy, global romantic satisfaction, relationship status and the duration of the current romantic relationship. Together, these results bring new information on romantic development from adolescence to established adulthood.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".