MétaCan
Menu
Back to cohort
Record W2139803342 · doi:10.2113/gsecongeo.103.8.1730

Pegmatites: DAVID LONDON. 368 Pp. The Canadian Mineralogist. Special Publication 10. Mineralogical Association of Canada, Quebec, QC G1K 9A9. ISBN 978-0-921294-47-4. 2008. Price US$125.00, MAC Members US$100.00.

2008· article· en· W2139803342 on OpenAlexaffabout
Dave Clarke

Bibliographic record

VenueEconomic Geology · 2008
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicGeological and Geochemical Analysis
Canadian institutionsDalhousie University
Fundersnot available
KeywordsPegmatiteHistoryArchaeologyGeologyGeochemistry

Abstract

fetched live from OpenAlex

If asked to name a type of unaltered igneous rock with economic potential, many geologists would respond, “pegmatite.” And, if they didn’t know already, the economic geologists among them would be gratified to learn that a commonly used classification system of pegmatites is a chemical one (LCT for Li-Cs-Ta pegmatites, and NYF for Nb-Y-F pegmatites), and that pegmatites concentrate more elements of the periodic table to mineable grade than any other igneous rock, not to mention their additional considerable gem (tourmaline, beryl, topaz, garnet) and ceramic (feldspar, quartz, muscovite) potential. Economically attractive, certainly, but with their bewilderingly large range of chemical compositions, minerals, textures, and relationships to granites, pegmatites also present an almost intractable petrogenetic challenge. David London has crystallized his considerable knowledge of pegmatites into a single attractive gem of a book. Pegmatites is part coffee table book (with its wealth of high-quality color photographs and effective line drawings), part igneous petrology textbook (with good explanations of all the necessary concepts, and its raising of the pedagogical standard), and part pegmatite polemic (with its strong, but controversial, advancement of the London model for the origin of pegmatites). Pegmatites is an outstanding example …

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.778
Threshold uncertainty score0.867

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.005
Science and technology studies0.0020.001
Scholarly communication0.0030.004
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.3920.258

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 head0.010
GPT teacher head0.174
Teacher spread0.164 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreReview

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

Citations2
Published2008
Admission routes2
Has abstractyes

Explore more

Same venueEconomic GeologySame topicGeological and Geochemical AnalysisFrench-language works237,207