HIDDEN IN PLAIN SIGHT: OVERLOOKED EVIDENCE CONCERNING JAMES CROLL (1821–1890)
Bibliographic record
Abstract
ABSTRACT Three new pieces of evidence concerning James Croll, the nineteenth century Scottish autodidact and climate change pioneer are revealed. These untold facets became apparent as a result of pursuing evidence further than might have seemed warranted, and comprise: (1) Croll’s short-lived attempt to become a publisher; (2) appointment to a janitorial position at Anderson’s University and Museum in Glasgow a year later than claimed by himself and repeated by subsequent commentators; (3) the enigma of why letters from Joseph Dalton Hooker to Croll were copied onto notepaper headed Montreal Cottage in Perth, Scotland (the town in which Croll lived), and the identification of John Bower, a retired fleet-surgeon and friend of Croll, as the copyist. It is argued that the findings were hidden in plain sight, are not trivial, and shed light on the biography of a relatively neglected individual.
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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 | 0.005 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.008 | 0.017 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".