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
Ucielenienie stao si wanym pojciem wielu obszarw kognitywistyki. Jednak rnie okrela si, czym ono dokadnie jest i jakiego rodzaju ciaa wymaga si dla okrelonego typu poznania ucielenionego. Std chocia wiele osb zgodzioby si dzisiaj, e ludzie s ucielenionymi podmiotami poznajcymi, nie ma penej zgody co do tego, jakiego rodzaju artefakt mona uzna za ucieleniony. W tym artykule wyrniamy i zestawiamy sze rnych poj ucielenienia, ktre z grubsza mona scharakteryzowa jako: (1) sprzenie strukturalne midzy podmiotem [agent] a rodowiskiem, (2) ucielenienie historyczne jako co, co wynika z historii sprzenia strukturalnego, (3) ucielenienie fizyczne, (4) ucielenienie organizmoidalne, czyli dotyczce
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 | 0.001 | 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) | 0.002 | 0.012 |
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