Bibliographic record
Abstract
As PANEYE, Sydney artist Will Treffry has pulled off a rare feat in the last two years – producing three full-length, self-released solo albums and a further body of work under a collaborative project with Jasper Rice titled BRISTLES ON THE CARAPACE. There are three elements however that work together to characterise this output as being a cut above your average bedroom producer: the sheer volume of material, the consistency of the quality and finally the clear originality that Treffry displays across all releases – all of which begs the question as to why Paneye isn’t a more recognisable name by now. His blend of psych-folk, ambient electronica, shoegaze and dream pop certainly echoes work by overseas contemporaries such as BEACH HOUSE, DUCKTAILS or BOARDS OF CANADA, although it is perhaps due to Treffry’s modest conviction in his recorded work – that it alone should represent him. Live performances under the Paneye name are uncommon, and there are scant few interviews or promotional material cluttered around him. Whether this release, his fourth full-length (recorded in a Tokyo guesthouse in Nishi Nippori), will do anything to change that remains unclear – suffice to say Treffry’s notion that “Lost In A Dark Aquarium” consists of twenty-four “ambient ditties” of “just synths and (his) feminine moaning” underplays what is a unique and singular release from an emerging Australian talent.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.535 | 0.015 |
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; both teacher heads 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".