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Record W7084112905 · doi:10.5703/1288284317987

IN-SITU STABILIZATION OF CACO3 POLYMORPHS IN CEMENTITIOUS SYSTEMS

2025· article· en· W7084112905 on OpenAlexaff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldComputer Science
TopicImage Processing and 3D Reconstruction
Canadian institutionsCarbonCure Technologies (Canada)
Fundersnot available
KeywordsMetastabilityDissolutionCementitiousIonHydrateCarbonateCementAmorphous solid

Abstract

fetched live from OpenAlex

The technology of injecting CO2 in a cementitious system (concrete) during mixing has demonstrated scalability and significant potential. This process involves CO2 dissolving in water, releasing carbonate and bicarbonate ions that react with calcium ions from dissolving clinker and hydrate phases, leading to in-situ CaCO3 precipitation. This study examines CaCO3 formation pathways and explores stabilizing favourable polymorphs using additives. Cement paste samples were analyzed using FTIR and X-ray diffraction. Initial results suggest CaCO3 formation follows Ostwald's process. In early hydration (up to 6 hours), amorphous calcium carbonate and metastable crystalline polymorphs (vaterite and aragonite) form. These metastable forms then crystallize into calcite, the most stable polymorph, observed at 24 hours and beyond. Various amino acids (e.g., L-Arginine, L-Aspartic acid) are being tested to stabilize metastable polymorphs. Preliminary findings indicate these acids can successfully stabilize metastable polymorphs in-situ within CO2-injected cementitious systems.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.882
Threshold uncertainty score0.151

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.006
GPT teacher head0.235
Teacher spread0.230 · 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 designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

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