Enhancing Distributed Energy Resource Integration and Supply Reliability: The Two-to-One rule
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
Society’s increasing dependence on small renewable resources, generating less than 10 MVA, for sustainable electricity brings forth a unique challenge. Unlike large and centralized generation facilities, these resources often remain unconnected to the transmission system because there are prohibitive costs associated with high-voltage interconnection equipment. Consequently, they find their connection in medium- or low-voltage distribution systems, originally designed for customer supply rather than for securing the integration of generation resources. This shift transforms the distribution feeder from a single source to a double-sourced (or multisourced) line, necessitating protection requirements like the transmission system. However, traditional transmission protection solutions prove too costly to integrate these small-generation resources into the distribution system.
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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 | 0.001 |
| 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) | 0.000 | 0.000 |
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