Bibliographic record
Abstract
This research discusses the influence of family environment on the social role of female adolescents. Family expectations, educational expectations and occupational expectations have been considered crucial elements for shaping the perspective and social role of adolescents. In this study, it has been found that female adolescents are often expected to focus on roles such as caring and house holdings while males are expected to be the primary breadwinners. These expectations are based on societal gender roles and stereotypes, as well as cultural, social, and economic factors. Differentiated parental expectations can have both positive and negative effects on adolescent development, such as providing clarity and structure but also reducing self-esteem and reinforcing harmful gender biases. This research also discusses the impact of stereotypical educational expectations on adolescent development, with female adolescents often being expected to take subjects such as psychology and biology while males are more likely to take subjects including mathematics and physics. Lastly, this study highlights that a lack of employment opportunities in certain fields and discrimination can limit the career opportunities available to female adolescents. Some suggestions about parental workshops, community promotion for the welfare of adolescents and rule and policy developments have also been portrayed in this research. These suggestions are considered to be effective strategies for enhancing the positive aspects of societal roles of female adolescents and also help to reduce negative aspects of gender-based discrimination.
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.
How this classification was reachedexpand
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 | 0.002 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".