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
The first half of the 20th century witnessed the rapid emergence of neurological surgery as a surgical subspecialty. Only few surgeons made a name for themselves equally in general surgery and neurological surgery. One of them was the Swiss surgeon Theodor Kocher (1841-1917). He was honored with the Nobel Prize for his innovative approaches to pathology and surgery of the thyroid gland. Kocher also attracted students from all over the world to his laboratory to study the pathology of neurotrauma and the consequences of increased intracranial pressure on brain function. One of his most interesting contributions to the neurosurgical equipment of his time is a craniometer, used to correlate the location of intracranial pathology to landmarks on the surface of the cranium. Craniometers can be seen as simple forerunners of today's sophisticated stereotactic frames. They contributed significantly to the advancement of neurological surgery, allowing localization of known functional centers as well as lesions of the brain in a 3-dimensional system.
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 | 0.002 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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