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
Patients in the late stages of Parkinson's disease may be significantly disabled for many years, often because of their increasing inability to tolerate therapeutic doses of antiparkinson drugs. Their status and management have been overlooked in the literature. Few current healthcare professionals have cared for patients with Parkinson's disease in the prelevodopa era and do not understand how severe and protracted the illness can be without effective treatment. This article describes a practical approach to the nursing management of severely affected patients (i.e., Hoehn and Yahr Stage 4-5) who no longer derive consistent, therapeutic benefit from their drugs. Specific problems these patients face are adverse drug reactions such as postural hypotension, psychosis, and confusion, as well as difficulties with nutrition, elimination, mobility and falling, communication, sexuality, memory, and mood. Nursing interventions can help minimize the effect of these problems on the patient.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.000 | 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