Creating Community: First-Gen Sense of Belonging
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
First-generation college students are the first in their families to pursue higher education degrees, and as such are piloting new undertakings in many respects. Research on a sense of belonging has demonstrated that higher rates of belonging are correlated with greater academic success and graduation outcomes (Gopalan & Brady, 2020). Estimates display first-generation college students, make up around a quarter to one third of total enrollment in post-secondary institutions in the United States, however graduate at a significantly lower rate than the national average. And first-generation college students are a particularly vulnerable population and have been found to have several traits that characterize them as an at-risk population in higher education (Ishitani, 2006). This workshop will examine the research of sense of belonging as it relates to first generation college students and explore the implications and recommendations to increase sense of belonging and ultimately promote persistence, college degree completion and overall well-being.
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 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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