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
Offloading is a widespread and vital strategy for remembering. Yet, we lack a deep understanding of the mechanisms involved during the offloading of to-be-remembered information. One hypothesis is that offloading information is associated with a reduced engagement of top-down mnemonic strategies. A resulting prediction is that phenomena not solely by-products of such mechanisms should remain during offloading. We tested this prediction using the isolation effect (when recall is better for distinct items relative to nondistinct items). Participants had to remember lists of items (words) and, in most cases, were told that they could rely on an external store. On one trial, this expectation was violated, and participants had to unexpectedly rely on their internal/biological memory. Consistent with the prediction, results demonstrate a robust isolation effect irrespective of whether individuals could offload. The findings suggest that memory for distinct events is less susceptible to the typical cost of offloading to-be-remembered information.
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 | 0.005 | 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 | 0.001 |
| 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 it