Bibliographic record
Abstract
Whereas most of Nintendo’s music from the 1990s used basic looping structure and simple chiptune-reminiscent sounds, Donkey Kong Country (1994), composed by British composer David Wise rather than by Nintendo’s in-house composition team, featured texturally more complex music, including features characteristic of the 1970s/80s progressive rock style such as short repeated melodies and chord progressions with layering (Collins 44). For example, in “Fear Factory” (Figure 1), we hear a repeated chord progression of (VI, iv, i) underneath a faster eighth-note melody. Very little harmonic movement occurs and the focus is more on the melodic layers that occur in this top voice. In addition, “Fear Factory” includes unconventional punk, “mechanic/industrial”, and “glitch” noises that emphasize melodic content (https://www.youtube.com/watch?v=v18pEFQb3EM&t=45s). As William Cheng discusses in Sound Play, the use of such unconventional sounds often contribute to a feeling of dissociation and alienation in the player, and create a divide between diegetic (that is, music the characters are aware of) and non-diegetic (that is, “background” music) soundscapes (Cheng 98-9). While this is not a direct element of prog-rock, both industrial and prog-rock music styles feature a strong focus on texture. Collins speculates that this may have been an attempt by Nintendo to capitalize on the ‘edgier’ market of other game producers such as Sega (Collins 46). In this paper, an analysis of form, melodic structure, and instrumentation from Donkey Kong Country’s “Treetop Rock” and “Fear Factory” will demonstrate features atypical of Nintendo style, which normally features catchy tunes, simple instrumentation, and pop-inspired harmonies. Figure 1: e-: VI iv I VI ivBibliography Cheng, William. Sound Play: Video Games and the Musical Imagination. The Oxford Music/media Series. Oxford: Oxford University Press, 2014. Collins, Karen. Game Sound an Introduction to the History, and Practice of Video Game Music and Sound Design. Cambridge: MIT Press, 2008.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".