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Record W4407153971 · doi:10.1162/leon_a_02652

Lightyears: Auditory Navigation through Coppice’s <i>Draw Agreement</i>

2025· article· en· W4407153971 on OpenAlexaff
Noé Cuéllar, Joseph Kramer

Bibliographic record

VenueLeonardo · 2025
Typearticle
Languageen
FieldComputer Science
TopicMusic Technology and Sound Studies
Canadian institutionsFuture Earth
Fundersnot available
KeywordsCoppicingArtBiologyEcologyWoody plant

Abstract

fetched live from OpenAlex

Abstract Elucidating the structure of its retrospective triptych Draw Agreement (2023), Coppice (Noé Cuéllar and Joseph Kramer) overviews the techniques driving its musical experimentation between 2009 and 2022. Rich in sound, musical, technological, and listening concepts, these notes serve to accompany the navigation of Coppice’s music as referenced from the three-part construct, while pointing to other related works. Through documentation and metaphor, Coppice’s sonic thinking identifies recurring themes, culminating in a spatiotemporal synthesis of actuality and simulation in an increasing convolution of auditory reflexivity. In parceling this 13-year experimental musical object, Coppice attains and continues building upon an auditory perspective that engages postphenomenological embodiment, shifting spatiotemporal values and creative mediative processes reflective of artistic, technological, and auditory cultures today.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.900
Threshold uncertainty score0.414

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 science0.0010.000
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 head0.010
GPT teacher head0.252
Teacher spread0.242 · 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 designNot applicable
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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