Originality of Expression and Formal Citation Practices
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
Based on the theory of dialogism (Bakhtin, 1981) and intertextuality (Kristeva, 1986), this study explores students’ and professors’ thoughts about formal citation practices based on their comments on whether certain words from source materials need to be acknowledged as others’ words in student writing. A total of 75 students and faculty members at a North American university were interviewed to comment on five examples of language re-use in some undergraduate writing. Participants’ comments focused on how they valued and distinguished (a) between words and ideas, (b) between words representing specialized concepts and words forming a grammatical structure, and (c) between specialized or newly coined words and words that have become widespread since their creation in a specific subject area. The study suggests the complexity of original expression and makes visible what individual students and professors are considering in their citation practices. The study further suggests that writing pedagogy needs to move from rule following to judgment and defense of judgment.
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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