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Record W2110883528 · doi:10.2113/gsecongeo.97.7.1373

A Special Issue Devoted to the Mineral Deposits of the Sudbury Basin

2002· article· en· W2110883528 on OpenAlexaffabout
C. Michael Lesher, P. C. Thurston

Bibliographic record

VenueEconomic Geology · 2002
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicGeological and Geochemical Analysis
Canadian institutionsLaurentian University
Fundersnot available
KeywordsGeologyMineralGeochemistryStructural basinMining engineeringEarth scienceGeomorphologyChemistry

Abstract

fetched live from OpenAlex

The magmatic Ni-Cu-platinum-group element (PGE) deposits in the Sudbury area were discovered in 1883 (Giblin, 1984). As Ni has grown from a chemical curiosity through early use in armor plating to its present-day pervasive role in modern industry, resources have continued to be discovered around the periphery of the Sudbury Igneous Complex and even richer ore zones have been identified in the footwall rocks, making Sudbury one of the world’s largest and most productive mining camps. The premining resource (production + current resource) of the Sudbury mining camp has been estimated to be >1,648 million metric tons at ~1.2 percent Ni and ~1.0 percent Cu (Naldrett and Lightfoot, 1993). As of 2000, the camp had produced 9.69 million metric tons of Ni, 9.59 million metric tons of Cu, 69.6 thousand metric tons of Co, 116 metric tons of Au, 319 metric tons of Pt, 335 metric tons of Pd, 37.6 metric tons of Rh, 23.3 metric tons of Ru, 11.5 metric tons of Ir, 3,710 metric tons of Ag, 3,002 metric tons of Se, and 256 metric tons of Te from 781 million metric tons of ore (Ontario Ministry of Northern Development and Mines, Information and Marketing Services Section, 2002). Sudbury remains one of the world’s largest producers of Ni, with an annual production of ~114 thousand metric tons, plus ~137 thousand metric tons of Cu, ~1.8 metric tons of Au, and ~11.4 metric tons of total platinum-group minerals (Ontario Ministry of Northern Development and Mines, Information and Marketing Services Section, 2000). Because of its great economic significance, the Sudbury basin has been studied intensively by local mining companies, federal and provincial survey geologists, and numerous university researchers. Landmark papers include the post-war synthesis by Stevenson (1963), the first recognition of the impact origin of the structure by Dietz …

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.084
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0780.003

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.

Opus teacher head0.010
GPT teacher head0.170
Teacher spread0.160 · 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 designObservational
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

Citations11
Published2002
Admission routes2
Has abstractyes

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