Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract No art form drew closer or more sustained attention from Max Weber than music. A lifelong personal passion, music became the subject of a singularly ambitious study in the final decade of his life, resulting in an unfinished monograph, Zur Musiksoziologie (The Rational and Social Foundations of Music [1958]), begun in 1912–1913 and published posthumously in 1921, raising key issues to which Weber returned in other writings. As with his earlier study of capitalism, Weber sought to trace the origins and development of a distinctive cultural product, occidental harmony, that revealed a complex interaction between rational processes both internal to the art and in counterpoint with varied social and historical contexts. Correspondingly, the music study avidly pursued cross-cultural perspectives, a prominent concern for Weber in the aftermath of critical reception to The Protestant Ethic and the Spirit of Capitalism and for which music had become a touchstone in contemporary scholarly and scientific domains. Engaged with diverse contexts and disciplinary perspectives that informed a frequently technical yet cosmopolitan account of Western music and its signal developments, Weber’s music study explored how a sociology of music could be productively founded and what it might aspire to become.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.009 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 it