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 In this article, Fernández examines a remarkable convergence of ideas in Peirce’s mature thought: the Aristotelian notion of causal powers or capacities and its possible combination with some ideas about finality that Kant advanced to make sense of the notion of purpose in the behavior of organisms. He argues that this proposed synthesis deserves to gain relevance in light of new investigations aimed at clarifying issues concerning causality and explanation in science, especially in biology. After reviewing new developments and interpretations concerning the notions of mechanism, teleology, and purpose, especially in regard to their origins in the Kantian tradition, Fernández concludes this trailblazing study by hypothesizing that the characteristic “finality” of biological teleology (manifest in the very idea of purpose) results from the interaction of two basic types of causation: efficient causation and semiotic causation . This a standpoint that incorporates ideas from Peircean semiotics to characterize and justify biological teleology.
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 | 0.002 |
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