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Record W3185564129 · doi:10.7185/gold2021.4858

Direct measurement of CO<sub>2</sub> fluxes into kimberlite residues and powdered rocks: Implications for enhanced weathering

2021· article· en· W3185564129 on OpenAlexaff
Amanda Stubbs, Carlos Paulo, Ian Power, Baolin Wang, Nina Zeyen

Bibliographic record

VenueGoldschmidt2021 abstracts · 2021
Typearticle
Languageen
FieldEnvironmental Science
TopicCO2 Sequestration and Geologic Interactions
Canadian institutionsUniversity of AlbertaTrent University
Fundersnot available
KeywordsWeatheringKimberliteGeochemistryGeology

Abstract

fetched live from OpenAlex

As part of De Beers' Project CarbonVault, kimberlite residues from Venetia Mine in South Africa, as well as powdered forsterite [Mg 2 SiO 4 ], serpentinite [Mg 3 Si 2 O 5 (OH) 4 ], wollastonite skarn [CaSiO 3 ], and 10 wt.% brucite [Mg(OH) 2 ] mixed with quartz sand, were tested as potential feedstocks for enhanced weathering (EW). The goals of this study were to examine parameters that affect CO 2 drawdown and how EW can be used to remove CO 2 at mines. Venetia generates 4.74 Mt of residues per year that are a valuable feedstock for EW. These residues vary in grain size from fine (<1 mm) to coarse (1-8 mm), have high surface areas (6.8-13.4 m 2 /g), and contain reactive mafic minerals including serpentine [Mg 3 Si 2 O 5 (OH) 4 ], diopside [CaMgSi 2 O 6 ], and clinochlore [Mg 5 Al(AlSi 3 O 10 )(OH) 8 ; 1]. An arid climate drives evaporation leading to mine waters being saturated with respect to calcite [2], which is likely a carbon sink, yet cannot be distinguished from primary calcite. Experiments utilized a CO 2 gas analyzer with flux chambers to directly measure CO 2 removal. Unweathered kimberlite residues achieved the greatest drawdown rate of -870 g CO 2 /m 2 /yr at 48% saturation, whereas fine and coarse residues, previously exposed to process water achieved fluxes of -150 and -160 g CO 2 /m 2 /yr at 60% saturation, respectively. Brucite mixed with quartz reached -2940 g CO 2 /m 2 /yr at 14% saturation, in comparison to forsterite, serpentinite, and wollastonite that achieved fluxes of -500, -260, and -190 g CO 2 /m 2 /yr, respectively, at higher saturations of 53-60%. Experiments demonstrate that mineralogical composition and reactivity have the greatest effect on EW rates, followed by water content which affects permeability. Total inorganic carbon increased in the brucite, wollastonite, and unweathered kimberlite indicating that CO 2 was stored via mineral trapping as opposed to solubility trapping, which dominated in the other experiments. Modifying the management practices at Venetia by increasing the exposure of unweathered residues, expanding total dispersal area, and creating optimal water saturation would lead to greater CO 2 removal.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.199
Threshold uncertainty score0.644

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 science0.0000.000
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 head0.020
GPT teacher head0.263
Teacher spread0.243 · 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 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
Published2021
Admission routes1
Has abstractyes

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