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
PART ONE: THE MASSES Mass communication: Lazarsfeld, Adorno, Merton USA, 1930s and 1940s Mass culture: Horkheimer, Adorno, Brecht, Benjamin Germany/USA, 1930s and 1940s The end of the masses: Merton, Lazarsfeld, Riesman, Katz USA, 1940s and 1950s PART TWO: EVERYDAY LIFE Culture and communication: Leavis, Hoggart, Williams England, 1930s-1950s Communication and technology: Innis, McLuhan Canada, 1950s-1960s Communication as interaction: Goffman and Garfinkel USA, 1950s-1970 PART THREE: COMMUNICATIVE RATIONALITY AND IRRATIONALITY Communication and language: Austin, Grice, Sacks, Levinson UK/USA, 1950s-1970s Communication as ideology: Hall UK, 1960s and 1970s Communication and publicness: Habermas Germany (USA/UK), 1950s-1990s Conclusion
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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