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 Beyond extrinsic survival (e.g., finding food, avoiding dangers, etc.), intrinsic survival demands continual internal repair and reconstruction to offset the effects of unrelenting internal decay and depletion. The organism must constantly re-produce the conditions of its own existence. The individual’s survival is nevertheless subordinate to that of the species, which is achieved through biological reproduction in the ordinary sense (i.e., assemblage of a working copy of the organism itself, capable of surviving and reproducing in turn.). This article relates these two types of reproduction to others, such as the reproduction of a picture, of a melody, of a movement. I believe all of these reproductive forms are based on a fundamental one, which is the condition of possibility of all forms of replication. This fundamental kind of reproduction resides in the spontaneous reproduction of events under physical causation. On this basis, I advance an interpretation of semiosis as a type of second-order causation: at the level of biosemiotic transactions, semiosis alters habits which are embodied in constraints that in turn determine the extent and direction of physical changes.
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) | 0.001 | 0.001 |
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