Scripted and unscripted aspects of creative work with knowledge
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
Advances in scripting theory and advances in support for student-driven knowledge construction call for a reconsideration of long-standing issues of guidance, control, and agency. This symposium undertakes a fresh analysis based on the relations between two widely adopted approaches that may be poles apart but arguably viewed as variations within a common applied epistemological framework. The two approaches are scripted collaboration and Knowledge Building. Rather than focusing on similarities and differences, the symposium will address deeper problems such as reconciling external supports of all kinds with the self-organizing character of knowledge construction and integrating such supports into classrooms viewed as knowledge-creating communities. The centerpiece of the symposium is a panel discussion that includes experts who provide different theoretical viewpoints. In its synthesis the symposium will capture and make sense of what is strongest in the two approaches and provide a broad conceptual basis for next-generation initiatives.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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