Pubertal Development and Pregnancy Outcomes Among System-Involved Youth
Bibliographic record
Abstract
System-involved youth are a vulnerable population at high-risk of experiencing numerous sexual reproductive health (SRH) outcomes. They are likely to have several risk factors for teen pregnancy and parenting including abuse and neglect histories, lack of a supportive consistent adult in their lives, and limited opportunities to experience normal romantic relationships. Issues of pubertal development are rarely addressed in this population. Data is from system-involved adolescents (n = 301) enrolled in a SRH intervention. The final analysis is restricted to those who were sexually active at baseline (n = 229). Most participants were African Americans between 13–21 years of age. More than 70% reported an early mean age of first sex. Approximately a quarter self-reported early pubertal development. Logistic regression was utilized to examine the odds of pregnancy in relation to self-reported pubertal timing. The findings support the need to develop programming for system-involved youth which address their unique needs.
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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 | 0.003 |
| 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".