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Record W4410562593 · doi:10.7202/1117961ar

Towards a Categorization of Instrumental Timbres for Analytical and Creative Purposes

2025· article· en· W4410562593 on OpenAlexvenueno aff
Victor Cordero, Kit Soden

Bibliographic record

VenueCircuit Musiques contemporaines · 2025
Typearticle
Languageen
FieldComputer Science
TopicMusic Technology and Sound Studies
Canadian institutionsnot available
Fundersnot available
KeywordsCategorizationPsychologyInstrumental musicComputer scienceVisual artsArtArtificial intelligence

Abstract

fetched live from OpenAlex

This article presents a framework for classifying instrumental timbres, addressing the expanding sonic possibilities in contemporary orchestration and musical practice. As composers move beyond pitch-centered traditions, integrating noise-based effects and extended techniques—new analytical tools become necessary. This study introduces the concepts of metatimbre and paratimbre, structuring and applying them through Metatimbre Classes (MetCs) to categorize timbres based on perceptual similarity rather than instrumental origin or technique. MetCs encompass single-instrument, multi-instrument, or hybrid sources, grouping timbres under musical archetypes such as “flute-like” or “breath-like.” Analyses of György Ligeti’s Kammerkonzert and Helmut Lachenmann’s temA illustrate the framework’s applicability. By shifting the focus from individual instruments and their techniques to broader timbral groupings, this framework provides a structured approach for analyzing and conceptualizing timbre and its functional role in orchestration.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.810
Threshold uncertainty score0.411

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.029
GPT teacher head0.282
Teacher spread0.254 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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