Bibliographic record
Abstract
My essay begins with a probing of the continuities between Beginnings and Orientalism in an effort to understand, simultaneously, Said’s location of the intellectual and artistic legacies of Orientalism and the legacies of his own intellectual work. Legacies are related to beginnings in an obvious way: if beginnings signal the moment of production – the inauguration of a period, an episteme, or a discipline – legacies prolong that moment into the indefinite future. A field takes shape through the generative energy that propels the forward movement of ideas. Yet Said, always conscious of disciplinary knowledge systems that induced guild thinking, did not see himself as leaving legacies or founding schools of thought. If he had a method at all, it was one that refused methods, inducing dissent and skepticism in place of affirmations. He was far less interested in fields of study that critiqued Orientalism as a symptom of Western pathology than in those that analyzed the Gramscian “inventory of traces” left by Orientalism on works of the imagination. Said’s aesthetic pleasure intensified his resistance to systematized thinking, and it gave rise to his use of words like “hedonism” and “secularism” to describe a form of oppositional thinking that had creative sources.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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".