Bibliographic record
Abstract

 
 
 
 Research in the cognitive neuroscience of aging has revealed several significant changes that alter the functioning of the brain over an individual’s lifetime. Particularly, some of these discoveries have contributed to our understanding of age-related degenerative diseases and cognitive decline. Most of these studies have, however, been conducted in Western (North American and Western European) populations, casting doubt on the universality of these findings. Cross-cultural investigations allow for the distinction between changes in the brain that are a consequence of aging and those changes that are due to the impact of life experiences. Research suggests that different cultures place emphasis on distinct aspects of information and use different strategies for processing this information (Nisbett and Masuda, 2003). Therefore, performing cognitive studies taking into account cultural context may provide an effective avenue for differentiating between age-related neural changes that persist across cultures and those that are driven by culture specific life experiences.
 
 
 
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How this classification was reachedexpand
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 | 0.008 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".