Bibliographic record
Abstract
The Music Department of School of Media Arts at Wintec is proud to present “Piano and Eggs” - a new series of breakfast concerts to be held every Monday in August. The concerts will happen from 7-8am starting from the 1st of August in the Creative Waikato space on Alexandra Street in Hamilton. Spark Concert 7:00am - 8:00am Monday. 8 Aug Day One Creative Waikato Concerts are typically reserved for evenings towards the end of the week providing a closing reward to the pressures of working life. Wouldn’t it be great if there was a way to kick off your week with an early reward and enjoy your morning coffee accompanied by the sounds provided by some of Hamilton's top talents? The School of Media Arts, Music Department at Wintec has worked to curate a 5 concert series for each Monday morning in August, featuring a range of musical performers and styles. Ranging from the atmospheric and energising electronica of composers Jeremy Mayall and Kent Macpherson, to the classical piano of Liam Wooding, to the musical theatre-meets-opera variety provided by David Sidwell with singers Julia Booth and Emma Carpenter - there is something for everyone over the course of the month. The Creative Waikato space provides a great location in the central city so that those people who are heading into work can come in a little earlier, attend a concert, while at the same time have a breakfast treat at the marvellous Mr Milton’s Canteen. The adjoining doors between Milton’s and Creative Waikato will be wide open to lead the sweet morning melodies set you up for a great day whilst you re-energise with a coffee and some eggs. Concert are every Monday for the month of August at 7am. 8th August: A multi-media event. Kick off this week as a part of the annual SPARK International Festival of Music, Media, Arts and Design.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.782 | 0.601 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".