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
Cognitive dissonance refers to an experience of incongruity between an entrenched understanding of a phenomenon or concept and a new piece of cognition. If unaddressed, dissonance can be at the heart of international students’ unresolved dilemmas, unspoken feelings, and unshared stories, facts and experiences. In response, pedagogy needs to tap cognitive dissonance that issues from cultural diversityinduced viewpoints, cognitive perceptions, and beliefs on the part of international students, enriching and equalizing the learning environment. Within the framework of postmodernism and social constructivism, this paper offers multiple strategies for the utilization of cognitive dissonance. It is based on three data sources. First, following approval from the Institutional Review Board (IRB) and the informed consent procedure, interviews instructors at a university in a mid-West American city highlight instructors’ experiences with and strategies pertaining to engagement of dissonance. Second, the author’s first-hand experiences of dissonance in the United States have been incorporated. Third, the existing literature relevant to the study has been used.
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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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