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Record W2978448407

Character and Genesis of Indium Mineralization, East Kemptville, Nova Scotia

2019· article· en· W2978448407 on OpenAlexaboutno aff
Jason Willson

Bibliographic record

VenueScholarship at UWindsor (University of Windsor) · 2019
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsNova scotiaMineralization (soil science)GeologyGeochemistryNova (rocket)OceanographyEngineering
DOInot available

Abstract

fetched live from OpenAlex

The East Kemptville deposit is a Sn-polymetallic greisen deposit that is a known host of indium mineralization, an important element in high-technology applications. Indium mineralization occurs primarily as a minor or trace element in sulfide minerals, with sphalerite and chalcopyrite being the most abundant of these. These indium-bearing sulfides are associated with greisen and quartz-sulfide vein mineralization in the Main and Baby zones. It has been previously proposed that these two different mineralization styles are related to different paragenetic events, with the quartz-sulfide vein mineralization being further subdivided into two broad temporal events. Mineral textures and mineral chemistry of indium-bearing sulfides indicate that the concentrations of indium are similar between the two main mineralization styles and the two ore zones. The compositional similarity among indium-bearing sulfides and lack of any temporal or spatial differences in the composition of the sulfide minerals, indicates that the fluids responsible for indium enrichment formed from a common fluid source and under relatively constant physicochemical conditions. Mineral geothermometry indicates a temperature range of 230 to 275 °C for sphalerite-stannite mineralization. Sulfur isotope data from secondary ion mass spectroscopy (δ34 S = 2.1-7.9 ‰; spatial resolution of 5-15 μm) represent a larger range of values compared to mineral separates (δ34S = 4.9-7.0 ‰) and suggest that a magmatic fluid interacted with the surrounding metasedimentary country rocks. Differences in gangue mineralogy reflect the nature of the local wallrocks, which indicates that the mineralizing fluids equilibrated with the wallrocks and that the system was partially rock buffered. In addition to the indium-bearing mineralization, East Kemptville also contains a late indium-poor breccia. The characteristics of indium mineralization at the nearby Duck Pond deposit are similar to those of East Kemptville, suggesting a similar genesis.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.139
Threshold uncertainty score0.279

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.014
GPT teacher head0.188
Teacher spread0.174 · 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.

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

Citations1
Published2019
Admission routes1
Has abstractyes

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