i New book from Acumen Pierre Bourdieu: Key Concepts SECOND EDITION
Bibliographic record
Abstract
• A new, entirely revised and expanded edition of the best-selling critical work on Bourdieu. From reviews of the first edition: “The book manages that extraordinary feat of offering both accessible introductions to Bourdieu’s concepts that are ‘good to think with ’ whilst also offering a depth of analysis that will engage scholars already familiar with Bourdieu’s work. Whether a chapter says something new about familiar concepts like habitus, field, or capital, or it introduces less discussed concepts like conatus, the writing stretches the reader’s understanding of what sociological theory can be.” Arthur Frank, University of Calgary. The French social philosopher Pierre Bourdieu is now recognised as one of the major thinkers of the twentieth century. In a career of over fifty years, Bourdieu studied a wide range of topics: education, culture, art, politics, economics, literature, law, and philosophy. Throughout these
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.045 | 0.027 |
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 source (direct Gemma or distilled Codex), 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".