A Narrative Review of the Disenfranchisement of Single Mothers in Highland Ecuador
Bibliographic record
Abstract
Background: The Andean South American country of Ecuador presents social challenges that contribute to inequities. The social determinants of health have impacts on the physical, psychological and social health of individuals across all societies. Ecuador is an example of how the interactions of gender roles and social determinants of health impact the health of single mothers and their children. Methods: A retrospective historical literature review was conducted on gender role expectations within the rural context Ecuador to inform future public health strategies and health interventions. Results: Gender inequality contributes to higher rates of single parenting, child labour, and migration. Food insecurity and poverty are affected through the interface of economic hardships and rural agricultural livelihoods. Conclusion: The disenfranchisement of poor rural women in Ecuador is deeply rooted in historical gender discrimination, societal attitudes, and institutionalized gender bias that incur onto the society as a whole in terms of becoming less protectors and producers of human resources. The health of single mothers and children living in poverty and their ability to create a healthy family environment will not improve until women explore their productivity and creativity amid social tensions and livelihood struggles.
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 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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.006 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".