Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
about SUPERSYMMETRY is Parallels 5th studio album. A huge thank-you to Parallels Universe Patrons for helping make this record happen! Sending my infinite love to: Alendry Lumagui Dee Hoyle Eric Massak Annie, Hillary & Hagop Koulekezian Kevin Stacy Needham Aaron Vehling May Dark equal Light Hensekh Rai Asar Kenn Hai Melissa Wallman A very special thanks to Brad A. Kinnan, Mary-Lynn & Rich Dodson, Christopher Pedraza, The Kinnan Family, Oliver Blair, Manzur Iqbal, Niko at Kiez Beats, Ten at NewRetroWave & all my friends and family! credits released August 27, 2021 All songs mixed by Holly Dodson Mastered by Von Hertzog at The Social Club. Cover photo by Brad A. Kinnan. Assisted by Christopher Pedraza. All songs written and produced by Holly Dodson* Mixing by Holly Dodson Mastered by Von Hertzog at The Social Club Guitar on “Fantastique” & “Sophia” performed by Rich Dodson Guitar on “The Magic Hour” performed by Oliver Blair Bass on “True Desire” performed by Rich Dodson Drums on “Happier” & “True Desire” performed by Nick Dodson “Astronaut” voice on “Hidden Sun” & background vocals on “Handle With Care” by Brad A. Kinnan “Edge Of The Universe” recorded live at Marigold Studios in Toronto. Lyric, melody & piano arrangement by Holly Dodson (original electronic version written in collaboration with Manzur Iqbal of Futurecop!) All songs published by Sleepy Cat Music, except "Edge Of The Universe" published by Sleepy Cat Music and Motor Entertainment. 1. Stardust 03:29 2. Fantastique 04:03 3. The Magic Hour 04:27 4. Hidden Sun 04:17 5. Sophia 04:17 6. Handle With Care 04:15 7. Happier 03:56 8. True Desire 04:12 9. Alchemy 03:50 10. Edge Of The Universe (Acoustic) 02:46 https://parallels.bandcamp.com/album/supersymmetry
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.
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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.802 | 0.007 |
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 it