Thinker, Learner, and Practitioner: Using an Insider’s Lens to Explore Critical, Cultural, and Global Consciousness Through Multicultural Literature
Bibliographic record
Abstract
Literacy research highlights a need to explore the way literacy is used in the classroom and how current practices engage students with aspects of humanity and social justice. This doctoral research took place as a classroom inquiry that examined the potential for multicultural literature to expand adolescent learners’ worldviews and shape their perceptions as global citizens. From a constant stance of reflexivity, this teacher researcher recalls a dynamic eighth-grade language arts classroom as they engaged with multicultural books and real-life events, before and during a pandemic. This paper focuses on select themes and subthemes emerging from pedagogical practices used in the classroom throughout the study. Notions of time, space, place, and identity detail an intentional and purposeful pedagogy as learners interacted with literacy within and beyond their classroom community.
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 | 0.017 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.010 | 0.069 |
| Scholarly communication | 0.024 | 0.019 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.003 | 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".