Bibliographic record
Abstract
The ‘intellectual’ justification of economic inequality as framed through the work of Harry G. Frankfurt is the basis of the following review essay. The target adopts a belief in the practice where the more one repeats a simplistic argument so, too, will such ideas hold the potential weight to be uncritically received. In a demeanour that only one from the insulated armchair of affluence and security provided by the academy can, Frankfurt, less than subtlety, reiterates a claim that an authentic morality would suggest inequality is the most proficient stasis for a given sociality. Challenging such a position, the trajectory of this assessment invokes both Marx’s early conceptualization of estrangement and a Gramscian critique toward the dumbing-down of critical thought alongside academia’s subservient role to political-economic power. Misinformed of the causality of socioeconomic disparity (and impediments to human potential), a review of Marxian thought can shed light on how economic inequality is not centred on a deficiency in subjective perception but rather a structural equation of material relations that have long enabled such a reality to withstand. It is through an insolent exposure of elitist proposition and ill-informed misdirection that those who would distort philosophical thought can be shown for what they are; (unconscious or not) ‘traditional intellectuals’ validating the endurance of capitalist enclosure.
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 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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".