Young parents’ experiences and perceptions of ‘Teen Mom’ reality shows
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
MTV’s hit reality shows 16 and Pregnant and Teen Mom were produced with an agenda of preventing teen pregnancy. Researchers have examined their effectiveness as behavioral interventions, yet little attention has been paid to experiences of young parents themselves with these shows, nor to their ethical consequences, including the potential for compounding of stigma against young parents. This analysis qualitatively examines the experiences of young parents in British Columbia, Canada, with the media phenomenon referred to as ‘Teen Mom shows.’ Interview and observation data from a large, longitudinal, mixed-methods ethnographic study of young parents was analyzed using hybrid deductive-inductive qualitative content analysis. The dominant understanding was that Teen Mom depictions of young parenting were inaccurate and overly dramatic. Young mothers and fathers experienced stigma and judgement that directly or indirectly referred to Teen Mom portrayals of young mothers as immature, dramatic, and promiscuous, and young fathers as absentee parents.
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 | 0.000 | 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 it