Psychosocial and Cultural Contributing Factors of Teen Pregnancy in North America
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
Teen pregnancy is a concern not only for parents, but for the society and nation as well due to the numerous risks that come along with it. Teen pregnancy has been linked to deaths and other subsequent related psychological consequences, such as trauma and depression, as well as to socioeconomic issues such as financial hurdles and social isolation. So far, risk factors such as lack of sexual knowledge and reproductive health awareness have been associated with teen pregnancy. However, seldom considered factors like individual biological circumstances, such as early psychophysiological maturing, conduct issues, parenting deficit, or family instability and family dynamic can also be leading risk factors associated with teen pregnancy. This chapter explores the potential risk factors associated with teen pregnancy in North America (Canada, United States, and Mexico) from a biopsychological aspect, multi-ethnic, sociocultural, and economic diversity context. The chapter is a compilation of literature of possible risk factors associated with teenage pregnancy in North America.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it