Bibliographic record
Abstract
is the leading researcher on Einstein's most vaunted possession: his brain.Witelson and colleagues study measurements, photos, and pieces of the brain that have temained undisturbed for forty-four years, stored in a jar.Albert Einstein, one of the wotld's most notable physicists, died in 1955 from a ruptured aneurysm of the abdominal aorta at the age of seventy-six (Witelson et al., 1999).In order to keep Einstein's btain for future research, Dr. Thomas S. Harvey, who removed Einstein's brain soon after his death, freely suspended it in a ten-percent formalin solution.The fresh weight and dimensional measutements were taken, and ten-percent formalin was injected into the internal carotid arteries to ensure futute preservation.Only in the last decade has access to and study of Einstein's btain been possible.Witelson's findings may serve to be the stepping-stone that the scientific community needs in order to reveal the mysteries and secrets of Einstein's brain and genius.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.023 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.009 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".