Bibliographic record
Abstract
The relevance of the chosen subject area is determined primarily by the complexity of structural, semantic and communicative organization of the media text phenomenon due to its sign character, plurality of sign systems, correlation of the author and his audience in terms of understanding and decoding textual information, lying in the planes of different approaches to defining the media text concept as well as its analysis. From the viewpoint of modern semiotics, each sign holds a special meaning, is used to store and transmit information, functions in a sign situation, interacts with other elements of the sign system, has clearly defined boundaries, which allows it to be separated from other signs, while musical content is a system of signs expressed by notes that reflect the pitch and duration of the sound, where the note (from Latin, nota, «sign») is a conventional graphic sign, located on the note state and indicating the pitch and relative duration of any sound (in some cases it is also a playback method). Musical semiotics emerged later than other areas of semiotics. The researchers are still debating whether music is a means of transmitting, storing and processing information. Nowadays, musical content as a media text constitutes an integral part of the sound space, in which the role of music does not fundamentally change, as it continues to fulfill a specific function of conveying artistic information that can be emotionally and intellectually consumed, processed and compiled by using modern media technology. Although any media text has a clear focus on the given audience and the specific result, which leaves no room for perception options, it still induces changes in the individual worldview precisely because of the impact on the recipient’s emotions. The only peculiarity of the sound of musical content in the media is that it usually ceases to look like an integral work, and often has a quotation form to influence the viewer or listener as much as possible, in order to form a positive/negative perception of visual/audio object. The variety of modern media makes it possible to broadcast autonomous music (integral, complete musical works, primacy) and applied (discrete, secondary, compiled and subordinate to the text), which carries artistic information, models behavior and influences emotions.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.011 | 0.008 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".