Bibliographic record
Abstract
The influence of ideas is a central but puzzling problem in the social sciences. Parsons insisted that ideas play a central role in social continuity as well as in social change. Basic ideas that organise experience become embedded in the public mind and structure the ways in which issues are tackled. Through much of the twentieth century, Darwinism, Freudianism and Marxism are central clusters of ideas. On a smaller scale, ideas that begin in academic settings can quite quickly spread into politics. Voegelin has detected very general notions that may structure whole eras, calling one of the most powerful in our time the “new gnosticism”. It draws on our ideas of knowledge and leads to the search for a universal ideology that dissolves all problems into demands for a totalitarian society. This paper argues that there is always an underlying basis for the power of ideas. Many ideologies of our time have been twists and turns on the Christian tradition. The form they take depends on the challenges of the hour and the nature of the surrounding cultures.
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 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 | 0.043 | 0.040 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.012 | 0.141 |
| Scholarly communication | 0.016 | 0.024 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.012 | 0.018 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".