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
Bion’s concept of caesura offers transformation via differentiation from an unknowable undifferentiated reality: within bounded mental space attentiveness, receptivity, tolerance, and patience give shape and depth to our human experience while holding the paradox of bridging these differing realities. But these generative capacities and their transformations are themselves subject to violence from the constant pull toward undifferentiation, the pull from the animate to the inanimate, whether it be the allure of “knowing it all,” the spectre of “infinite humiliation,” or the intolerance of the pain and effort of maintaining reflective thought. At vulnerable times we experience violence at the caesura, which may lead to our plunging back into the undifferentiated realm in order to escape the uncertainty and frustration that accompany the awareness of our fragile humanity and to avoid the tensions that accompany our openness to ambiguity and paradox.
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) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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