“How Emotional Do I Make It?”: Making a Stance in Multimodal Compositions
Bibliographic record
Abstract
Abstract For literacy educators, there is a need to understand students’ pathways into composition and mediate contemporary, multimodal compositional pathways with more academic ones. In an effort to mediate between middle and high school students’ schooling and curricular demands and their everyday interests and investments in media and communicational systems, the author offers educators a way to frame composition that attends to the potential and affordances of multiple modes of expression and representation. Combining affect theory with Arendt's writings on thinking and embodiment, the author presents a research study with adolescents who made stances in selfies, self‐portraits, and written artist statements that are indicative of new rhetorical and compositional practices. Stance, as a construct in modern compositions, represents the ways that young people interface with ideas and experiences within the world that materialize in and animate their designs. Stance provides young people with a space to tell the stories they want to tell through media and mediums of their choosing.
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.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".