Bibliographic record
Abstract
The nineteenth century gave us the idea of "culture" as the broadest framework in which the forms of life of a society, whether a tribe or a national state, can be located. From cooking to clothing, from poetry to dance, to marriage, to religion, these and every other aspect of a society's customs, practices, and beliefs are part of something we have come to call its "culture." This is an idea that began in embryo in Giambattista Vico's Nuova Scienza (1725) and came fully into the light of day in Germany and France decades later in the work of Johann Gottfried Herder, Georg Hegel, Jean-Jacques Rousseau, the brothers Grimm, and others. The primacy of culture is an idea that has in the last two hundred years evolved into the social sciences as we know them today and, most brightly, in the discipline of anthropology. It found one of its strongest voices in England in the cultural criticism of Matthew Arnold in the nineteenth century. Arnold's was one of the first English voices to put the matter of "culture" on the intellectual agenda of his time.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".