One of the giants of neurological surgery left us more than a decade ago, and neurosurgical literature did not show much interest
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
One of the giants of neurological surgery left us over a decade ago. Charles George Drake died September 15, 1998 in London, Ontario after an extended bout with lung cancer. Although he will always be identified with taking posterior fossa aneurysm surgery from the realm of the daring to the domain of the routine, his contributions were much broader. Clinical neurosciences have been blessed in the past century by the life and works of Drake. In the neurosurgical world, the achievements of Drake are very well known and have been well recorded. Unfortunately, in the past decade since his passing, only one paper has been published about him and his contributions to neurosurgery. This is a historical paper regarding Charles George Drake that attempts to (1) remember Drake as a pioneer; (2) to evaluate lessons that we have learned from him; and (3) to address the question ‘What made him great?’. As per Drake's teachings, this paper is meant to articulate the unique perspectives Charlie provided with respect to how we learn our craft, maintain the integrity of reporting, and implement suggestions as to how we may progress into the future. In conclusion, it is our hope that this paper will bring to life the unique character of Drake and his unprecedented blend of genius, creativity, technical skill, introspection, and ever-present humility for all international neurosurgeons to appreciate. Charles George Drake, jeden z gigantów neurochirurgii, zmarł przed ponad 10 laty. Chociaż jego nazwisko będzie zawsze kojarzone z wprowadzeniem do praktyki chirurgicznego leczenia tętniaków tylnego dołu czaszki, wkład Drake'a w neurochirurgię jest znacznie szerszy. Niestety, w ciągu dekady od jego odejścia opublikowano tylko jeden artykuł poświęcony jego życiu i wkładowi w neurochirurgię. Niniejszy historyczny artykuł dotyczący Charlesa George'a Drake'a podejmuje próbę upamiętnienia go jako pioniera, poddania ocenie pozostawionej przez niego spuścizny i odpowiedzi na pytanie, co uczyniło go wielkim. Mamy nadzieję, że artykuł ten przybliży środowisku neurochirurgów wyjątkowy charakter Drake'a i cechujące go bezprzykładne połączenie geniuszu, kreatywności, sprawności technicznej, wglądu i nieodłącznej skromności.
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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| 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