Bibliographic record
Abstract
⇓Fig. 113 February 2001 Fig. 1. On 23 January the world lost another legendary figure in geochemistry. Born in Bristol to an English father and French mother, Robert Brooks spent the first 30 years of his life in England. During that period he served in the British army in the Middle East and East Africa, then attended Bristol University from which he received his BSc (Hons) in Chemistry in 1952. After working for a while as an analytical chemist, he moved to South Africa in 1956 and, under the tutorship of Louis Ahrens, received a PhD in Geochemistry from the University of Cape Town in 1960. That same year he took an academic staff position in New Zealand at Massey University in Palmerston North, where he remained based for the rest of his life. During his 40 years at Massey University, he travelled widely and developed an increasingly broad range of interests and expertise on a wide range of subjects. Among his distinctions, Professor …
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.152 | 0.103 |
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".