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
Drawing upon notions of symbolic representation and transcultural repositioning, this study uses visual and critical discourse analyses to examine a multimodal photo essay created by seventh- and eighth-grade immigrant youth in an English as a New Language (ENL) class. Collectively titled “I am from aquí and allá” by the students, the photo essay was installed as a public exhibit for an Open House culminating a year-long literacy inquiry the students called “the culture project.” Through analyses of students’ images and captions, I point to examples of symbolic convergence: the practice of bringing together the multiple sites/sights of students’ diasporic identities; offering others alternative sites/sights from which to understand them; and creating new sites/sights from which to position themselves to learn, participate, and contribute to change. The article discusses how this particular multimodal artifact suggests the need for further dialogue about the value of local, learner-centered literacy pedagogies and practice in a time of increasing commercialization and standardization of curriculum, instruction, and assessment.
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 | 0.000 |
| 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) | 0.001 | 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