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Record W4399295894 · doi:10.1007/s12598-024-02828-0

A state‐of‐the‐art review on delayed expansion of cemented paste backfill materials

2024· review· en· W4399295894 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueRare Metals · 2024
Typereview
Languageen
FieldEngineering
TopicTailings Management and Properties
Canadian institutionsHudbay Minerals (Canada)University of Toronto
FundersNational Natural Science Foundation of China
KeywordsMaterials scienceGeotechnical engineeringGeology

Abstract

fetched live from OpenAlex

Abstract Utilizing delayed expansion cemented paste backfill materials (DECPB) in mine backfill operations offers an effective solution to the challenge of achieving proper contact between the in‐situ cemented backfill mass and the roof in mined‐out areas (backfill‐roof contact). This article presents recent progress in both theoretical and experimental research concerning DECPB. The types and mechanisms of expansive additives, including expansive agents, foaming agents, and expansive mineral materials relevant to DECPB, are explained, along with their impact on the expansive properties and mechanical characteristics of DECPB. The composition, material characteristics, preparation methods, and controlled release mechanisms of microcapsules are analyzed. Two methods for measuring the volume change rate of paste backfill slurries are discussed. Research indicates that an appropriate content of expansive additives not only enhances the expansive properties of cemented paste backfill materials but also contributes to improving their mechanical properties. Chemical foaming agents and bentonite are found to be more suitable for preparing DECPB compared to expansive agents. The delayed expansion of cemented paste backfill material is influenced by microcapsules, with their wall materials, preparation parameters, and the alkaline slurry environment affecting their controlled release mechanism. Developing and optimizing precise measurement devices and methods forfor the volume change rate of cemented paste backfill materials is essential requirement for studying the performance of DECPB. Combining delayed expansion technology with retarding techniques in cemented paste backfill materials can provide a reliable solution for achieving proper backfill‐roof contact in the future.

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.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.826
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
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 head0.039
GPT teacher head0.274
Teacher spread0.235 · 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