Untold story of an intercontinental pioneering neurosurgeon: vahdettin turkman, m.d.
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
AIM: To present one of neurosurgery's earliest pioneers, Dr. Vahdettin Turkman, who contributed to neurosurgical practice globally from east to west (Iraq, Tukey, England, Germany and the United States) in the early 1960s. MATERIAL AND METHODS: This paper is the result of numerous interviews conducted in Turkey, Iraq, USA, and Canada. RESULTS: During Dr. Turkman's brief life, he accomplished a great deal that contributed to the global advancement of modern neurosurgery. CONCLUSION: Dr. Turkman's contributions and achievements have inspired many neurosurgeons trained at Ankara and Hacettepe Universities, Neurosurgery Departments in Turkey, and around the world. We honor Dr. Turkman and pay tribute to his memory.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| 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