Bibliographic record
Abstract
Although sociological discourses are multiple and varied, with deeply critical versions challenging the auspices of apartheid, there is also a strand of what I call ‘administrativesociology’ that actively defined, supported and defended the vanguard of apartheid thinking and practice. It cloaked its biopolitical commitments beneath images of scientific neutrality, casting as necessary its assertions about apartheid society. The legacy of this strand of sociology remains subject to few explicit critiques, and its complicity in social atrocities is under-referenced (despite the decisive role of suchprofessors of sociology as Hendrik Verwoerd, Jan De Wet Keyter and Geoffrey Cronjé). This article charts a brief genealogy of administrative sociology in context, focusing especially on the approach Cronjé adopted in his inaugural address, and indicating several dangers that attend to this sort of administrative sociology whose logic is still evident in strands of the discipline.
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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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.020 | 0.076 |
| Scholarly communication | 0.014 | 0.005 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".