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
Abstract This article makes a case for weak class reductionism. In particular, we advance a theoretical account that largely “reduces” a social construct called race to another social construct called class. Once you acknowledge that race is not itself a prime mover, but rather something to be explained, class as an explanans turns out to be a strong candidate. Before making this case, we distinguish our account from three alternative forms of class reductionism, which we reject: the notions that (1) class is a more fundamental form of identity than race; (2) class is of greater normative importance than race; and (3) race is an epiphenomenon of class, without independent effects. We then argue for one form of class reduction that establishes race as causally dependent on class. In particular, we provide a general defense of functional explanations, argue that capitalist class relations can functionally explain the persistence of race, and finally, delineate the limits of that explanation. Because the nature of functional explanation requires the explanandum to have important effects in the world, this argument puts race at the center of any discussion of capitalist class relations in racialized societies and explains it on the basis of its effects rather than its causes. Nonetheless, as we show in our conclusion, none of these arguments imply that race or racism is inherent to capitalist class relations. Racism may be explained by capitalism, even if it is not necessary for it.
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 | 0.024 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.009 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it