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Record W4413889680 · doi:10.1111/1755-6724.15317

Distinct Enrichment Mechanisms of PGE in Different Orebodies of the Jinchuan Ni‐Cu‐PGE Sulfide Deposit, Western China

2025· article· en· W4413889680 on OpenAlexfundno aff
Yan Yang, Yantong Feng, Mingjie Zhang

Bibliographic record

VenueActa Geologica Sinica - English Edition · 2025
Typearticle
Languageen
FieldEngineering
TopicExtraction and Separation Processes
Canadian institutionsnot available
FundersNational Natural Science Foundation of ChinaMinistry of Natural Resources
KeywordsSulfideChinaGeochemistryGeologyMetallurgyChemistryMaterials scienceGeographyArchaeology

Abstract

fetched live from OpenAlex

Abstract The Jinchuan magmatic Ni‐Cu‐PGE deposit is the largest single Ni sulfide deposit in the world. It consists primarily of orebody‐24 in segment I, and orebody‐1 and orebody‐2 in segment II. The contents of platinum‐group elements (PGE) in these orebodies decrease significantly from west to east across the deposit. However, the PGE characteristics of platinum‐group minerals (PGM) and alloys, as well as their roles during mineralization in different orebodies, remain unclear. In this study, PGM and alloy occurrences in orebody‐24 and orebody‐2 had been observed by scanning electron microscopy (SEM) and spherical‐aberration corrected scanning transmission electron microscope (Cs‐STEM). The PGE contents were analyzed by SEM–EDS for submicron‐scale PGM and alloys. The results show that olivine in lherzolite mainly hosts PGM of PtTe and PdBi 2 , whereas pyroxene contains small amounts of PdBiTe. Pyrrhotite predominantly hosts (Ir‐Rh‐Pt)AsS, Pd(BiTe), and other PGM, as well as PtSn and PtOs alloys. Pentlandite mainly encloses Pd(BiTe), PdBi/PdBi 2 and other PGM, as well as PtSn and PtFe alloys. Chalcopyrite primarily encloses PdBi/PdBi 2 , and other PGM, along with PtSn and IrOs. Distinct distribution patterns of PGE in PGM and alloys had been observed between different orebodies. Orebody‐24 contains more (Ir‐Rh‐Pt)AsS minerals and PtFe/PtSn alloy grains, whereas orebody‐2 has a higher proportion of Pt‐ and Pd‐bearing PGM. The presence of euhedral alloys in silicate minerals from orebody‐24 suggests that its parent magma had a higher PGE content before sulfide saturation than that of orebody‐2. More than 90% of PGM and alloys in both orebody‐24 and orebody‐2 contain Pt and Pd, emphasizing their contributions to the elevated Pt and Pd concentrations. The different PGE distributions of PGM and alloys in the two orebodies suggest that thermodynamic conditions ( f O 2 and f S 2 ) and semimetals, especially As, play critical roles in controlling PGE behavior and occurrence.

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)0.000
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 score0.024
Threshold uncertainty score0.047

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.008
GPT teacher head0.230
Teacher spread0.222 · 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
Published2025
Admission routes1
Has abstractyes

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