Chronoceptive Spiral Stabilizer Operator
Bibliographic record
Abstract
The Chronoceptive Spiral Stabilizer (CSS) Operator is a nonlinear dynamical operator defined on a four-dimensional state space representing cognition, emotion, will, and social orientation. It combines dissipative contraction, skew-symmetric rotational coupling, and observer-aligned forcing to generate a stable spiral flow with bounded trajectories. The operator is formally defined, decomposed into interaction components, and analyzed using Lyapunov stability theory. Invariants under observer/basis transformations and conditions for global stability, bounded forcing response, and failure modes are presented. The CSS operator is intended as a reusable primitive for modeling recursive cognitive processes, social dynamics, affective feedback loops, control systems, or any multi-axis system with cyclic internal structure and external perturbation. This contribution is part of an open effort to map operator-level mechanisms underlying complex adaptive and consciousness-like systems.
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.044 | 0.003 |
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".