DTRASH44 - Punish Yourself - Live Behind The CityLights
Bibliographic record
Abstract
Come join the swinging Apocalypse Express! 4 Boys + 1 Girl bring you some wild and sexy punk-industechno-dance-core for you to rock out to! DTRASH's first ever full-length live album captures PUNISH YOURSELF on the live European touring circuit delivering their distorted voices, guitars and beats to ready & waiting hedonists! "UV splattered French cyberpunx PUNISH YOURSELF give us a dose of their live racket care of Canada's cult digital hardcore home D-Trash. A ferocious blend of industrial, hard as nails punk, digital hardcore and techno, Punish Yourself have no idea how to do subtle. Searing Ministry style guitars tear across breakbeat and gabba chaos while synth noise glitch and bleep. At times it sounds like EC8OR have teamed up with Skinny Puppy and Alien Sex Fiend while at others it's Ultraviolence fighting with Nine Inch Nails and Knuckledust. I love it when bands cross contaminate the musical gene pool, f#$@ that staying true to your scene, if you're bored start a new one and on the way throw the whole lot in the faces of the rigid scenesters who won't except progress. If you don't understand the need for the integration of machines and instruments into the continuing evolution of punk then stay at home, the revolution will continue on without you." -TERRORIZER MAGAZINE
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.537 | 0.019 |
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".