MétaCan
Menu
Back to cohort

Reinterpretation of the geodynamic evolution and multistage mineralization events of the Nifty copper deposit, Paterson Province, Western Australia through age, textural and geochemical data

2025· article· en· W4412530038 on OpenAlexaff
Urmidola Raye, Paul A. Polito, Peir K. Pufahl, Justin Drummond, R.J. Campbell, Robert A. Creaser, Laure Martin, Bruno Vieira Ribeiro, Christopher L. Kirkland, Marina Joury

Bibliographic record

VenueOre Geology Reviews · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsUniversity of AlbertaQueen's University
Fundersnot available
KeywordsGeologyReinterpretationMineralization (soil science)GeochemistryCopperPaleontologyMetallurgy

Abstract

fetched live from OpenAlex

The structurally-controlled Nifty copper deposit in Western Australia is more complex than previously recognised. The earliest sulfide mineralisation represented by pre-ore, framboidal and atoll/sunflower-shaped pyrite is overgrown and replaced by Stage 1 sphalerite, galena, pyrite and chalcopyrite that has characteristics of Clastic-Dominated type Zn-Pb mineralisation. Stage 2 mineralisation is represented by stratiform and disseminated chalcopyrite associated with phengite-chlorite ± dolomite assemblages. Stage 2 mineralisation formed at 278 ± 25 °C before being silicified then cross-cut by Stage 3, structurally controlled, massive, vein and breccia chalcopyrite, pyrite, quartz, dolomite, siderite, and other minor minerals, which formed between 271 ± 44 °C and 295 ± 15 °C. Historic geochronological data combined with new observations reveal that Stage 1 mineralisation formed between 840 Ma and 810 Ma whereas Stage 2 mineralisation may have formed as early as 717 ± 5 Ma. New Re-Os ages of 673.9 ± 3.3 Ma and 664.8 ± 1.7 Ma from Stage 3 pyrite correspond to previously reported U-Pb ages of 675 ± 21 Ma, 665 ± 9 Ma and 648 ± 12 Ma obtained from monazite and apatite extracted from quartz-chalcopyrite veinlets, and overlap with a U–Pb age of 678 ± 12 Ma from titanite in a biotite monzogranite, and the earliest stages of the intrusion of the O’Callaghans Supersuite intrusions. A Rb-Sr age of 619 ± 14 Ma from biotite in a chalcopyrite-quartz vein represents the last stage of copper mineralisation. Whole rock geochemical data and LA-ICPMS analysis support petrographic findings and is used to distinguish the different stages of mineralisation. Importantly, Stage 3 mineralisation records highly anomalous concentrations of both U and Sn, indicating that copper mineralisation involved mixing of an oxidised and a reduced fluid during the mineralisation processes. The ilmenite-stable granites of the O’Callaghans Supersuite are a possible source for Sn at Nifty, but more work is required to substantiate this hypothesis.

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 score0.044
Threshold uncertainty score0.294

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 science0.0010.001
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 head0.031
GPT teacher head0.291
Teacher spread0.261 · 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 routes1
Has abstractyes

Explore more

Same venueOre Geology ReviewsSame topicGeochemistry and Geologic MappingFrench-language works237,207