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
functions and action-execution functions. The set of histories of the system are then restricted by imposing conditions over the state variables that represent functions of the PEA Model. For example a history H is well-defined for a state S characterized by a system predicate P i Vt C ST: 3i N: H.S(t, i) 4ez HsatP@t In the analysis of a system we are only concerned with those histories that are well defined, for the identified events, states and actions. Also that the uniqueness and ordering properties are satisfied by all event functions, and the boundaries of the states and actions are marked by the corresponding start and finish events. (When we model a system we do not explicitly introduce the start and finish events for actions/states.) 26 [18] D. L. Parhas and J. Madey. Functional Documentation for Computer Systems Engineering (Version 2). Technical Report CRL Report No. 237, TRIO, McMaster University, Hamilton, Ontario, 1991. [19] A. Pnueli. Specification and Development o
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) | 0.000 | 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