No Ground: Disorientation as Prerequisite for Transformation
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
A central concern that TL theory approaches but does not fully address is the process whereby an individual generates a more adequate meaning perspective after shedding an outmoded one. This article complements TL theory’s account with a phenomenological description of the dangers and opportunities encountered on that quest. It employs the concept of liminality to articulate the transitional process that occurs when one has lost the familiar reference points that enabled one to feel at home. It begins to map the journey from disorientation to integration. Between those endpoints lies the liminal zone. Because there is little if any structure in that realm—hence the experience of groundlessness—agency is relatively unfettered in its search for new meaning perspectives. Originary thought that transcends the conventional ways of operating becomes possible. This is culturally significant as our current frameworks lack the potency to respond to the multiple challenges we are facing.
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 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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