Bibliographic record
Abstract
On page 240, in the Abstract, under Results, the first sentence should read "The five-year tumor control probability (TC) for benign versus atypical/malignant meningiomas were 92.7% vs. 31% (P=.006)."On page 243, Table 3, the SRS/FSRT dose for patient 2 should read "4000 cGy/60% (20 fractions)."On page 246, right column, paragraph 1, the first two sentences should read "None of the seven reirradiated patients (three SRS and four FSRT) in our series developed any late complications.The range of doses for SRS and FSRT were 1200-2000 cGy and 4000-5000 cGy, respectively."The authors apologize for the errors.
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.
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 | 0.011 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.016 | 0.026 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.006 | 0.000 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.002 | 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; both teacher heads agree on what is shown here.
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".