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Record W2951286804

Resource Assessment for Phytomining of Platinum Group Metals

2015· article· en· W2951286804 on OpenAlexaboutno aff
Christopher W. N. Anderson, Peipei Shi, Marcello M. Veiga, J.A. Meech

Bibliographic record

Venue2015-Sustainable Industrial Processing Summit · 2015
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicBotany and Plant Ecology Studies
Canadian institutionsnot available
Fundersnot available
KeywordsTailingsPlatinum groupContext (archaeology)Precious metalGeologyMetalMining engineeringEnvironmental chemistryMetallurgyPlatinumMineralogyChemistryMaterials science
DOInot available

Abstract

fetched live from OpenAlex

In memory of John Meech Phytomining has been suggested as a viable process to recover platinum group metals from mineralized soil, rock, or from mine wastes. However, extremes of metal concentration, high or low pH, and salinity that are typical of mining or mineralized materials make them challenging media for plant growth. In this work, the suitability of several PGM-rich materials is assessed for phytomining. Specifically, feed ore, concentrate and tailings from North American Palladium in Canada and surface exposed gossan from the Broken Hill mineral complex in Australia were assessed in the context of phytomining studies. The concentration of Pd and Pt in the tailings from North American Palladium was low (0.7 g/t and 0.1 g/t respectively) and these values are considered too low for phytomining. The ore and concentrate had a significantly higher concentration of precious metals, however the pH (3.6) and mineralogy of these materials are likely to preclude plant growth. The gossan from the Broken Hill mineral complex had a very high concentration for all the six platinum group metals. The concentration of Pd and Pt was 38 g/t and 14 g/t respectively and the concentration of Ir, Os, Rh and Ru in this gossan was greater than 2g/t for each of these elements. The pH of the gossan was 7.5, well within the adequate range for plant growth and is likely to limit the bioavailability of phytotoxic elements in the material such as Cu and Ni. Furthermore the CEC of 38.8 meq/100g indicates that adequate soil nutrients could be held to support plants growth. Gossan from Broken Hill mineral complex is therefore inferred to be a better plant growth media for phytomining of PGMs than feed ore, concentrate and tailings from North American Palladium in Canada. Keywords: phytomining, Platinum-Group-Metals, plant growth parameters

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)0.001
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 score0.010
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.080
GPT teacher head0.290
Teacher spread0.211 · 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

Citations0
Published2015
Admission routes1
Has abstractyes

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