Dr. J. M. Bell, FRGS: A Canadian Auxiliary Geographer in New Zealand
Bibliographic record
Abstract
Using Hodder’s notion of “biography as method,” this paper examines the geographical endeavours of James Mackintosh Bell, Director of the New Zealand Geological Survey from 1905 to 1911, in New Zealand and Canada. Canadian born, Harvard trained, Bell has a significant place in the history of geology in New Zealand and mining geology in Canada, yet much of his writing was explicitly geographical in orientation. This essay analyses this body of work and its significance and limitations in adding to and disseminating knowledge of the geography of NZ, particularly. Bell credentialed himself geographically as a Fellow of the Royal Geographical Society (FRGS). The FRGS were important builders of geographical knowledge in NZ from the 1850s up to the establishment of university geography in the 1930s when formal geographical research commenced. Geologists were a numerically significant group amongst the NZ FRGS, distinctive in that they held university qualifications, and Bell was particularly wide ranging in his geographical interests.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.014 | 0.006 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.023 | 0.003 |
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".