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Insights into the petrogenesis of the Sudbury Igneous Complex and its giant Ni-Cu-PGE sulfide deposits from orthopyroxene mineral chemistry

2025· article· en· W4408912881 on OpenAlexaffabout
Reid R. Keays, Peter C. Lightfoot

Bibliographic record

VenueOre Geology Reviews · 2025
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicGeological and Geochemical Analysis
Canadian institutionsWestern University
Fundersnot available
KeywordsPetrogenesisGeologyGeochemistryIgneous rockMineralSulfideSulfide mineralsBasaltPyriteChemistry

Abstract

fetched live from OpenAlex

The world-class “contact” Ni-Cu-PGE sulfide deposits of the Sudbury Igneous Complex are associated with physical depressions termed “embayments” that occur at its base. Whereas some of the embayments are exceptionally well mineralized, others are poorly mineralized. The mineralization in the embayments in the northern part of the complex is associated with a fragment-rich unit referred to as the Sublayer which is overlain by a melanorite unit termed the Mafic Norite. This study aimed to establish whether the whole rock geochemistry of the Mafic Norite and the mineral chemistry of the orthopyroxenes in it could be used to discriminate between the well mineralized embayments and those that are not. The mineral chemistry of orthopyroxenes also helps to establish the origin of domains of melanorite that occur within the Sublayer. The Mafic Norite samples from the well mineralized embayments have higher Ni and Cu grades than those of samples from the weakly mineralized embayments. The Ni tenors of the sulfides in the Main Mass Mafic Norite samples are also higher in the former than in the latter. The Ni contents of the orthopyroxene in Mafic Norite samples from the well mineralized embayments are higher than those of orthopyroxene in samples from the weakly mineralized embayments. Hence, whole rock and mineral chemistry data as well as the Ni contents of the sulfides all provide good discriminants between well mineralized and poorly mineralized environments in the Sudbury Ni-Cu-PGE sulfide camp. As orthopyroxenes are present in all of the rocks in the lower portion of the SIC, they provide a useful indicator of mineral potential.

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 categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.101
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.015
GPT teacher head0.213
Teacher spread0.199 · 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 teacher head, not a consensus.

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

Citations0
Published2025
Admission routes2
Has abstractyes

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