A comparison of treatment thresholds in two large Parkinson's disease clinical trial cohorts
Bibliographic record
Abstract
Deprenyl and Tocopherol Antioxidative Therapy of Parkinsonism (DATATOP) and Parkinson Research Examination of CEP-1347 Trial (PRECEPT) were two clinical trials of potential disease-modifying agents for Parkinson's disease that used the time to reaching disability sufficient to require dopaminergic therapy as the primary endpoint. To compare the thresholds for initiating dopaminergic treatment for Parkinson's disease between the two studies, conducted fifteen years apart. Baseline and 12-month endpoint characteristics for subjects in the placebo arms of the two studies were compared. DATATOP placebo subjects had slightly higher total Unified Parkinson's Disease Rating Scale (UPDRS) scores at baseline than PRECEPT placebo subjects (26.1 vs. 23.6, P = 0.03). Time to endpoint was not significantly different. Mean total UPDRS scores at endpoint among those subjects reaching endpoint by 12 months were 48.4 in DATATOP and 37.5 in PRECEPT (P < 0.0001). Baseline disease severity and time to disability requiring dopaminergic therapy were similar in the DATATOP and PRECEPT trials. The threshold for starting dopaminergic treatment was lower in PRECEPT than in the earlier DATATOP study. This may relate to changes in philosophies with respect to starting treatment for Parkinson's disease, but the factors underlying this change remain to be elucidated.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.000 |
| 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 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".