Giftedness in the Making: A Transactional Perspective
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
Over the past century, strong applications of psychometrics have resulted in an ideology and practices of identification in the field of gifted education. In recent years, an alternative ideology that construes giftedness in an inclusive light and promotes democratic practices has emerged. This ideology posits a new meaning-making system of giftedness that is process-based rather than person-based. In this article, we elaborate some conceptual principles of this emerging ideology. First, we reflect on the nature of giftedness as a social construct using a symbolic interactionist perspective and articulate the dialectical evolution of collective meanings of giftedness. Second, we address the interdependency between an individual and a context when it comes to helping students realize their giftedness. Third, we accentuate a growth orientation and outline the importance of considering giftedness as a process-based entity. Furthermore, we provide a T:CAD conception of giftedness along with ideas for transaction-focused practices that aim to encourage the rendering of this emerging ideology in practice.
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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) | 0.007 | 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