Distinguishing Between Restoration and Enhancement in Neuropharmacology
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
A patient comes to your office telling you that she finds herself having a bit of difficulty maintaining concentration. At 51 years old, she has a demanding job in the financial industry, is never far from either a computer or her PDA, and carries two cell phones, one for friends and family and the other for work. You give her a thorough examination (noting that she checks her PDA twice during the exam), which reveals that she is healthy and without any neurological or psychiatric dysfunction. She mentions that one of her coworkers, who is also continually bombarded by information and multitasks ferociously, went to his physician and received a drug which seemed to help him. He seems happier now and his life is less out of control. She tells you that she generally would prefer not to take drugs, but the combined demands of her job, her family, and modern life are such that she needs some kind of help, and she needs it now.
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 | 0.002 | 0.009 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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