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
Throughout his work, Adorno contrasted liberal ideology to the newer and more pernicious form of ideology found in positivism. The paper explores the philosophical basis for Adorno’s contrast between liberal and positivist ideology. In Negative Dialectics, Adorno describes all ideology as identity-thinking. However, on his view, liberal ideology represents a more rational form of identity-thinking. Fearing that positivism might obliterate our capacity to distinguish between what is and what ought to be, Adorno sought a more secure foundation for his critique of existing conditions. He found this basis in liberal discourse. In the concept of freedom, for example, Adorno located ideas or ideals that negate and transcend the given. One of the conditions for the possibility of critical thought lies in such ideas; critical thinking consists in wielding the more emphatic content of concepts against the pathic rationality of existing conditions. Far from prescribing mimesis as the antidote to a damaged social, political and economic reality, then, Adorno advocates a more dialectically inflected use of concepts as the basis for social criticism.
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 | 0.001 | 0.001 |
| 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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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