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Record W4408085532 · doi:10.5382/econgeo.5125

AMORPHOUS CARBON AND METALLIC NANOPARTICLES IN OROGENIC GOLD DEPOSITS, ABITIBI SUBPROVINCE (CANADA)

2025· article· en· W4408085532 on OpenAlexaffabout
Michael H. Herzog, Crystal LaFlamme, L Petrella, Bertrand Rottier, Georges Beaudoin

Bibliographic record

VenueEconomic Geology · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsUniversité LavalPotashCorp (Canada)
Fundersnot available
KeywordsGeologyGeochemistryCarbon fibersMetalAmorphous carbonAmorphous solidMetallurgyMaterials scienceCrystallographyChemistryComposite material

Abstract

fetched live from OpenAlex

Abstract Amorphous carbon (C(am)) and metallic nanoparticle formation in orogenic gold systems have recently been associated with a sequence of fluid decompression and cooling steps. Nevertheless, C(am) phases and nanoparticles identified in orogenic gold systems remain poorly documented in economic gold veins. Here, we investigate two hydrothermal events, recorded in the southern Abitibi subprovince (Canada), associated with gold deposit formation (Goldex, ~1 g/t Au; and Plug #4, ~7 g/t Au). The first auriferous hydrothermal event comprises pyrite-hosted, nm- to µm-sized, polymetallic inclusions. This event is overprinted by a texturally late, post-ore, regional hydrothermal event preserved as calcite Au-Ag-Te-Bi microveinlets mostly visible in pyrite. Transmission electron microscopy and nanoscale energy dispersive spectroscopy of eight foils targeting inclusions and microveinlets in pyrite from both hydrothermal events reveal that (1) polymetallic inclusions have sharp internal boundaries with the pyrite host, and formed at equilibrium, whereas (2) calcite Au-Ag-Te-Bi microveinlets in pyrite show open-space infill by C(am) (C3+XON) that forms interstitial, <300-nm-thick aggregates between the BiTe-Au calcite interface and pyrite host. The amorphous phase contains subrounded to rounded inclusions of BiTe(s), tsumoite nanoparticles between 12 and 50 nm in diameter. We propose that cooling of hydrothermal fluids, rich in H2Te–II(aq), BiIIICl3(aq), and BiIII(OH)3(aq), led to the precipitation of BiTe(s) nanoparticles within C(am). This post-ore process during late-stage calcite deposition along the CO2-CH4 redox buffer involved coupled fluid redox reactions. Fluid redox processes are important factors that could at least partially explain the formation of metallic nanoparticles and commonly undetected C(am) phases associated with post-ore hydrothermal activity.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.452
Threshold uncertainty score0.908

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)0.0000.000

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 head0.005
GPT teacher head0.178
Teacher spread0.173 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations3
Published2025
Admission routes2
Has abstractyes

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