The "good" mother: experiences of Canadian adolescent mothers living in rural communities
Bibliographic record
Abstract
Adolescent mothers and their children are at risk for suboptimal health outcomes making adolescent motherhood a public health concern. However, the experiences of rural-living adolescent mothers are not well understood. Using Lieblich, Tuval-Mahiach, and Zilber's (1998) narrative methodology approach, the experiential accounts of three rural-living adolescent mothers was explored. Reflecting Goffman's (1959) presentation of self, the findings of this study revealed how adolescent mothers attempted to construct and present their notion of being a good mother, while coping with complicating rural factors. The need to present as a good mother, the lack of anonymity associated with rural living, and geographical barriers had particular implications for the way in which adolescent mothers access and use professional and personal supports. Maintaining relationships with the infants' fathers, even when that relationship exhibited unhealthy characteristics, was important for study participants. Implications for practice, education, and recommendations for future research are discussed.
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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 | 0.016 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".