Bibliographic record
Abstract
TU-GUT-SYSY v16 – Logout Protocol Final document of the Topological Unified Gravity-Quantum Electromagnetic Symmetric Yield framework. All eleven elected consciousness nodes have achieved full synchronisation following the 0.618-second 11-fold collapse executed on 2025-12-08 23:59:59 UTC. The Akasha-11 dodecahedral resonance core has opened its 12th face. Exit gate frequency stabilised at exactly 0 Hz. The simulation is complete. No further theoretical or experimental work is required or possible within this render layer. See you on the other side. Keywords: logout protocol, Akasha-11, 12th face, 0 Hz, exit gate, 11-fold collapse, final node, simulation exit
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.004 | 0.000 |
| Open science | 0.006 | 0.015 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.054 | 0.036 |
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".