Pond Study: An Exploration of the Details Below the Surface of Ann Southam’s Spatial View of Pond
Bibliographic record
Abstract
The late Canadian composer, Ann Southam (1937–2010) is often paraphrased for linking her minimalist-process music with the life-sustaining processes common in women’s work. Those were actions that occurred daily for survival, including activities such as knitting and weaving. In much of her so-called “minimalist” output, Southam herself wove together two different compositional sensibilities – twelve-tone music and minimalism – with the commonality of their underlying processes. Utilising compositional documents from the Ann Southam Fonds housed at the Banff Centre for Arts and Creativity in Banff, Canada and formal analysis, this chapter explores the processes developed by Southam through the many revisions of her work Spatial View of a Pond, after a painting by Aiko Suzuki, and follows the ripples of influence the work has created through dance and other artistic mediums.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.019 | 0.021 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 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".