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
Abstract. Some folk beliefs characterize wisdom as an essence – a set of immutable characteristics, developing as a consequence of an innate potential and extraordinary life experiences. Emerging empirical scholarship involving experiments, diary, and cross-cultural studies contradicts such folk beliefs. Characteristics of wise thinking, which include intellectual humility, recognition of uncertainty and change, consideration of different perspectives, and integration of these perspectives, is highly variable across situations. Cumulatively, empirical research suggests that variability in wise thinking is systematic, with greater wisdom in ecological and experimentally-induced contexts promoting an ego-decentered (vs. egocentric) viewpoint. Moreover, teaching for wisdom benefits from appreciation of context-dependency of intentions and actions depicted in the narratives of wisdom exemplars’ lives. I conclude by advancing a constructivist model of wisdom, suggesting that cultural-historical, personal-motivational, and situational contexts play a critical role for wisdom, its development, and its application in daily life.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
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