Bibliographic record
Abstract
Abstract The piano was an important cultural symbol in colonial New Zealand, yet although there is a significant body of international scholarship on the social and cultural history of the instrument in Britain, America, Canada, Norway, Spain and India there is a dearth of scholarly criticism relating to New Zealand. Research to redress this absence has revealed that the piano was central to settler culture, demonstrating a migrant desire to replicate the known and familiar but also highlighting settler innovations and an emerging nationalism. International connections between New Zealand, Britain, Western Europe, America and Australia are also apparent in relation to migrant patterns, the importation of instruments and sheet music and networks of musical performance and study. The instrument played a role in the complex dynamic of cultural encounter between Maori and settler, with an initial indigenous negativity and bemusement giving way to an interest in the piano and an appropriation of the instrument into Maori cultural contexts and spaces, including the marae. Prevailing perceptions of gender roles and identity are also challenged by research on the piano. Likewise, an examination of piano and class reveals that the instrument was popular with New Zealanders from all socio‐economic backgrounds.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.013 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.000 |
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.
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".