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
The article is devoted to transmedia phenomenon in musical works of an Italian composer Fausto Romitelli (1963-2004). The author makes an attempt to characterize the well-known “Dead City Radio. Audiodrome” (2002) as an example of a new media art, the essence of which is encompassed in the Canadian sociologist Marshall McLuhan’s book “Understanding Media”. Romitelli and McLuhan both contrasted written and oral cultures, thereby shifting the axes of modern media coordinates. Fausto Romitelli’s oeuvre is a fusion of rock and techno music complemented by a sophisticated spectral technology. A spectral method adopted in Audiodrome embodies the idea of composer’s sound to be material and possess physical characteristics. The first impulse is an acoustic image followed by a computer analysis. These findings later form the basis of musical compositions. Transmedia as a new media technology functions as a substitution of reality by switching one’s perception from the really existing to an imaginary reality.
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 | 0.006 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.011 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.038 |
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