Teaching About Racism: Pernicious Implications of the Standard Portrayal
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
Resonating with understandings prevalent among White Americans, psychologists tend to portray racism as a problem of individual prejudice rather than a systemically embedded phenomenon. An unintended consequence of this portrayal is to reproduce a narrow construction of racism as something that does not require energetic measures to combat. We describe 2 studies that provide support for this idea. Tutorials presented the topic of racism either as individual prejudice (standard condition) or as a systemic phenomenon embedded in American society (sociocultural condition). Results confirmed that perception of racism and (in Study 2) endorsement of antiracist policy were greater among participants in the sociocultural tutorial condition than among participants in the both the standard tutorial and no-tutorial control conditions. An ironic consequence of standard pedagogy may be to promote a modern form of scientific racism that understates the ongoing significance of racist oppression.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| 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