Bibliographic record
Abstract
Abstract Islamophobia is a term used to describe society’s phobic reaction to a certain religious or ideological group. Historically, the coined word Islamophobia has been manipulated into various constructs, which pose a microcosm-macrocosm challenge for educators over whether or not the education system can act as a platform for better understanding what is currently transpiring in the world. It is in the classroom that educators and students can grapple with the sociophobic situation and pull apart the two sides of Islam and phobia. In the classroom there are learning opportunities that can foster critical new understandings about why social phobias exist and challenge, through an antiphobic curriculum, the fear and indifference of otherness. New and higher levels of immigration in the Western world, rising tensions in non-Muslim populations, and the baggage of history have brought us to a critical turning point. Educators can respond positively and constructively to this challenge and opportunity and help to steer the course. Although Islamophobia is present in many countries worldwide, assimilationist policies vary from country to country. Nonetheless, individual countries, including the United Kingdom, Canada, the United States, Australia, and in those in Western Europe, have their own takes on Islamophobia. Since 9/11 there has been significant agreement among scholars that societal changes can be constructed through the systematic employment of specific curricular initiatives. These initiatives call into question the traditional trajectory of how the sentiments of Islamophobia can be successfully countered in the classroom to reduce sociophobic tensions and increase cultural and linguistic awareness. This can happen through culturally sustaining pedagogy, whose primary objective is to embrace literate, linguistic, and cultural pluralism in the school system. Education has tremendous power to challenge phobic perspectives and move beyond the traditional realm of what has historically been the norm in the classroom.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.014 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
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".