The Life of Sir J. J. Thomson: Sometime Master of Trinity College, Cambridge
Bibliographic record
Abstract
Preface 1. Early years. Life previous to appointment as Cavendish Professor 2. Early days of the Cavendish Professorship 3. Great days at the Cavendish Laboratory. X-rays and gaseous ions 4. Great days at the Cavendish Laboratory (continued). Cathode rays and corpuscles 5. Cloudy condensation and the charge carried by electrons 6. More about ions and electrons 7. In the early days of the twentieth century 8. Nobel prizeman. British Association at Winnipeg 9. Positive rays 10. In war time 11. President of the Royal Society 12. Appointment as Master of Trinity 13. The earlier post-war years 14. Views on education 15. Mastership of Trinity (continued) 16. The closing years Appendix I. List of distinctions Appendix II. Supplement to bibliography Index.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.119 | 0.067 |
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".