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The Natural History Society of New Brunswick Library: Supporting Geological Science

2010· article· en· W1985026004 on OpenAlexaffabout
Diane N. Buhay, Randall F. Miller

Bibliographic record

VenueEarth Sciences History · 2010
Typearticle
Languageen
FieldArts and Humanities
TopicHistory of Science and Natural History
Canadian institutionsUniversity of New Brunswick
Fundersnot available
KeywordsGeologistAmateurLibrary scienceNatural historyNatural (archaeology)HistorySociologyEnvironmental ethicsArchaeologyEcology

Abstract

fetched live from OpenAlex

The Natural History Society of New Brunswick (1862-1932) based in Saint John, New Brunswick, Canada, produced an impressive body of research, including significant geological discoveries. Research and public education output of the Society was prolific. George Matthew, the Society's leading geologist published more than 200 scientific papers. Between 1862 and 1917 the Bulletin of the Natural History Society of New Brunswick records more than 800 lectures read before the Society and public audiences. Lectures were often at the leading edge of scientific discovery, such as Matthew's 1890 report of the first authentic Precambrian fossil. This amateur society supported the research of its members by developing a significant library. The only other library in the city with scientific resources belonged to the local Mechanics' Institute, later acquired in part by the Natural History Society. It is clear from library reports and minutes that, from the beginning, the intent was to provide members access to a science library necessary to support their research activities. Both libraries were particularly important as the Great Fire of 1877 destroyed personal libraries while the Society and Institute libraries were untouched. The library was particularly strong in North American and British journals and classic works in early geology. Some of the research shortcomings of Society members may have been a result of the library's weakness in European technical literature. The library and collections of the Natural History Society of New Brunswick formed the basis for the present New Brunswick Museum.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.334
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.033
Scholarly communication0.0000.002
Open science0.0020.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0050.000

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.

Opus teacher head0.033
GPT teacher head0.227
Teacher spread0.194 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations5
Published2010
Admission routes2
Has abstractyes

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