Readers of Comics and the Recursive Nature of Adolescent Emotion: Exploring the Productive Relation of Visual Response and Memory in Teacher Education
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
This paper details the visual responses created by a group of preservice teachers reading a series of contemporary graphic novels about adolescence. Visual response is here understood as an interpretive methodology of transmediation, informed by theorists of multimodal literacies as well as particular forms of psychoanalytic inquiry related to creative symbolization. Over the course of 5 months, six readers collaboratively interpreted four novels, each of which took a unique glance at the emotional and developmental challenges of adolescence: Tamaki and Tamaki’s “This One Summer,” Barry’s “My Perfect Life,” DeForge’s “Big Kids,” and Yang’s “American Born Chinese.” Responding in visual form, readers were able to reacquaint themselves with the emotional value of adolescence, a value that is often unavailable to strictly linguistic modes of expression.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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