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
Abstract Charles Peirce insisted that representation is a genuine three-part relation, irreducible to a complex of two-part relations. Demonstrations that two-part relations (like stimulus and response) can be described as three-part are chaff in the wind. Ironically, Peirce’s well-known description in semiotic language of sunflowers makes that error. Until recently, there was scant reason to speak of “sign” – in its full Peircean sense – in biology, computation, or even for unconscious thought. Current developments in computation and animal behavior suggest that triadic relations could be inherent in some classes of their operations, but this article does not find that possibility demonstrated. Instead, the argument is advanced that we should recognize a distinct theory of data (cybernetics) as adequate to describe the role of information in primitive lifeforms. Thus, we adopt definitions that do not support the proposal associated with (though not originating with) Thomas Sebeok, that life and semiosis are coextensive.
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