Engaging Disenfranchised Urban Youth in Science Learning
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
<p class="normal">This article shows selective international perspectives on how teachers, university professors, and researchers in teacher education programs strive to support school completion for disenfranchised students. The purpose of this work was to elicit the perceptions of science and humanities educators in Spain and in Alberta, Canada, regarding enhancing opportunities to retain disenfranchised students in secondary schools. Anecdotes, comments, and opinions from those educators support the basic contention in this article. This part of the research focuses on the science education of disenfranchised students and brings insight into the crucial role that higher education professionals play in educating science teachers in the appropriate pedagogy. For the purpose of this article, disenfranchised is defined as at-risk of leaving school prior to high school completion due to personal circumstances such as poverty, family difficulties, drug addiction, and violent communities.</p>
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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.006 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.000 | 0.003 |
| 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