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Record W2082084431 · doi:10.2113/gscanmin.44.4.895

FORMATION OF Pt Fe ALLOY BY DESULFURIZATION OF Pt Pd SULFIDE IN THE J M REEF OF THE STILLWATER COMPLEX, MONTANA

2006· article· en· W2082084431 on OpenAlexvenueno aff
Chusi Li, Edward M. Ripley

Bibliographic record

VenueThe Canadian Mineralogist · 2006
Typearticle
Languageen
FieldEngineering
TopicMetal Extraction and Bioleaching
Canadian institutionsnot available
Fundersnot available
KeywordsFlue-gas desulfurizationSulfideReefGeologyAlloyMetallurgyGeochemistryOceanographyMaterials scienceChemistryOrganic chemistry

Abstract

fetched live from OpenAlex

L'alliage Pt-Fe (Pt 3 Fe) faisant partie du banc J-M du complexe de Stillwater, a la mine Stillwater, au Montana, se presente en intercroissances avec un sulfure de Fe-Ni-Cu secondaire. Cet assemblage remplace un sulfure de Pt-Pd (braggite ou cooperite). Le meme alliage se presente en grains distincts associes a chalcopyrite, tellurures de Pt-Pd, et or natif dans les assemblages alteres contenant chlorite, epidote, amphibole, talc et serpentine. L'intercroissance se limite aux echantillons montrant une faible quantite d'alteration ( 20%, volume) dans le banc J-M a la mine Stillwater et ailleurs dans ce meme horizon. La presence de chalcopyrite et d'inclusions de pentlandite originelles dans le sulfure Pt-Pd altere fait penser que ce sulfure a cristallise a partir d'un liquide sulfure apres la cristallisation de la chalcopyrite et d'un precurseur de haute temperature de la pentlandite, et s'est fait remplacer par l'intercroissance de l'alliage Pt-Fe avec sulfure Fe-Ni-Cu secondaire a cause d'une interaction avec une phase fluide hydrothermale sous-saturee en S. La pentlandite associee au sulfure Pt-Pd altere contient des teneurs plus elevees en Pd (jusqu'a 9.8%, poids) que la pentlandite non associee, ce qui temoignerait d'un gain de Pd par la pentlandite grâce a des reactions d'echange Ni-pour-Pd avec l'intercroissance qui remplace le sulfure Pt-Pd au cours de la desulfuration.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.124
Threshold uncertainty score0.247

Distilled classifier scores by category (both heads)

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)0.0010.000

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 head0.016
GPT teacher head0.198
Teacher spread0.182 · 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 designBench or experimental
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

Citations39
Published2006
Admission routes1
Has abstractyes

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