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
This collection contains key critical essays and assessments of the writings of Canadian communications thinker Marshall McLuhan selected from the voluminous output of the past forty years. McLuhan's famous aphorisms and uncanny ability to sense megatrends are once again in circulation across and beyond the disciplines. Since his untimely death in 1980, McLuhan's ideas have been rediscovered and redeployed with urgency in the age of information and cybernation. Together the three volumes organise and present some forty years of indispensable critical works for readers and researchers of the McLuhan legacy. The set includes critical introductions to each section by the editor. Forthcoming titles in this series include Walter Benjamin (0-415-32533-1) December 2004, 3 vols, Theodor Adorno (0-415-30464-4) April 2005, 4 vols and Jean-Francois Lyotard (0-415-33819-0) 2005, 3 vols.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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