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
“Inter-facing Reflexive Pedagogy” is a chapter excerpt from my doctoral dissertation: Spectacle, Shock, and Surfacing (2009) that calls attention to visual culture through performative inquiry by making connections between meaning making for everyday life and the practice of installation art by repositioning one’s own body through the installation art form. This becomes meaningful for the spectator/participant by incorporating a reflexive encounter both historically with visual culture and socially where constructed techniques and procedures are closed to contextual circumstances. In a system of relations, through an engagement in counter-constructed spectacle strategies, learning involves the whole person; it implies becoming a full participant. Encounters with an art form are never just an end point, since it may challenge the spectator/participant to new encounters of experience. Merleau-Ponty links these encounters as a route —an experience that proceeds through dialogue and evokes change. By presenting moments of possibilities through physical, emotional, and intellectual spaces for discourse on subjects in and around visual culture, the spectator/participant has the opportunity to re-claim his or her agency and autonomy by first speaking through the installation and then to the 
 community of which he/she is a significant part.
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) | 0.082 | 0.005 |
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