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Record W2974657093 · doi:10.1177/2165079919870827

Mining-Related Lower Back Injuries and the Compensation Process: An Injured Worker’s Journey

2019· article· en· W2974657093 on OpenAlexafffundabout
Sherry Mongeau, Nancy Lightfoot, Leigh MacEwan, Tammy Eger

Bibliographic record

VenueWorkplace Health & Safety · 2019
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsLaurentian University
FundersWorkplace Safety and Insurance Board
KeywordsOccupational safety and healthQualitative researchWorkers' compensationCompensation (psychology)Work (physics)Human factors and ergonomicsInjury preventionProcess (computing)Suicide preventionPoison controlOccupational injuryPublic relationsMedicineBusinessEnvironmental healthNursingPsychologyEngineeringSocial psychologyPolitical scienceSociology

Abstract

fetched live from OpenAlex

Background: In Ontario, when an occupational injury occurs in the mining industry, there is often a need to interact with the Workplace Safety and Insurance Board (WSIB). During this process, miners experience economic, social, and mental health–related issues that can affect their overall well-being. This study aimed to determine the impact of a lower back injury and the WSIB claim process experience expressed by some male, underground miners in Sudbury, Ontario, Canada. Methods: A qualitative descriptive study design that utilized in-depth, individual qualitative interviews was conducted. Twelve male participants (underground miners) were interviewed in Sudbury, Ontario. Interviews were transcribed and thematically analyzed. Findings: The results emphasized the need for improved communication, the necessity for resources to be allocated to enhance public discussion about injury prevention, the social and economic burden that miners and their families face, and the power imbalances between injured miners and the companies that were meant to support them. Conclusion/Application to Practice: The findings indicate that several areas require improvement for an injured miner who submits a WSIB claim. Ideally, participants wanted an improved and streamlined process for reporting an injury and for WSIB claim management. These findings suggest that occupational health practices that foster a safe and healthy work environment in the mining industry must be promoted, which will help to guide future policies that enhance support for an injured worker and the WSIB claim process.

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)0.008
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.146
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0030.002

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 head0.040
GPT teacher head0.422
Teacher spread0.381 · 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; both teacher heads agree on what is shown here.

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

Citations4
Published2019
Admission routes3
Has abstractyes

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