MétaCan
Menu
Back to cohort
Record W1486282283

Observations and analysis of incidences of rockburst damage in underground mines

2010· article· en· W1486282283 on OpenAlexaboutno aff
Daniel Heal

Bibliographic record

VenueUWA Profiles and Research Repository (University of Western Australia) · 2010
Typearticle
Languageen
FieldEngineering
TopicRock Mechanics and Modeling
Canadian institutionsnot available
Fundersnot available
KeywordsExcavationGeologyMining engineeringGeotechnical engineeringUnderground mining (soft rock)Forensic engineeringEngineeringArchaeologyCoal miningHistory
DOInot available

Abstract

fetched live from OpenAlex

[Truncated abstract] This thesis deals with the topic of rockburst damage in hard rock, mechanised underground mines. Specifically, given a seismic event occurs at or near an excavation boundary, what factors specific to the characteristics of that excavation determine whether or not rockburst damage occurs and the severity of that damage? These findings were used to develop a probabilistic and empirical based system for assessing the rockburst damage potential of an excavation. An extensive literature review was undertaken to identify the current state of understanding of the rockburst problem, as well as determining shortcomings in the understanding of the rockburst damage potential of underground excavations. The review showed that there was no widely adopted or effective method of determining the likelihood and severity of rockburst damage. A large catalogue of rockburst case histories was collected. The catalogue comprised of 254 instances of rockburst damage from 13 hard rock, metalliferous, mechanised underground mines in Australia and Canada. The mines cover a range of commodities, geological conditions, mining methods and ground support practices. Through preliminary assessment of these case histories it was apparent that certain excavation specific factors contributed to the occurrence and severity of rockburst damage and were common across the different mine sites. It was found that for a given magnitude seismic event at a given distance from an excavation (that is, a characteristic peak particle velocity) there is a significant amount of variation in the amount of rockburst damage done which is dependent on site specific factors at the damage site. The literature review identified that there was limited data available on the in situ performance of complete ground support systems when subjected to dynamic loading.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.595
Threshold uncertainty score0.280

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 head0.087
GPT teacher head0.302
Teacher spread0.215 · 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 designObservational
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

Citations41
Published2010
Admission routes1
Has abstractyes

Explore more

Same venueUWA Profiles and Research Repository (University of Western Australia)Same topicRock Mechanics and ModelingFrench-language works237,207