Access and Achievement: Low-Income Students in Portuguese Higher Education Case Study
Bibliographic record
Abstract
This study investigates the experiences of low-income students in Portuguese higher education, focusing on universities in peripheral regions. Despite policies aimed at widening access since the 1980s, inequalities persist. The research examines whether families with greater social, cultural, and economic capital are disproportionately represented in higher education relative to their presence in Portuguese society. By analyzing class-based educational strategies employed by different social classes and their expectations of upward social mobility, the study conceptualizes access to higher education as a "game" of unequal opportunities. Using the University of Trás-os-Montes e Alto Douro (UTAD) in northern Portugal as a case study, the analysis combines statistical data with surveys of first-year students. Findings reveal the strong influence of socioeconomic background on access to higher education, underscoring the persistent selectivity and barriers faced by disadvantaged groups.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".