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Construction site accident analysis using text mining and natural language processing techniques

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References

2005Contributing factors in construction accidents1,080 cited
2016Application of machine learning to construction injury prediction376 cited
2015Automated content analysis for construction safety: A natural language processing system to extract precursors and outcomes from unstructured injury reports374 cited
2014Predicting construction cost overruns using text mining, numerical data and ensemble classifiers164 cited
2012Retrieving similar cases for alternative dispute resolution in construction accidents using text mining techniques104 cited

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2020Text mining-based construction site accident classification using hybrid supervised machine learning233 cited
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2024AI integration in construction safety: Current state, challenges, and future opportunities in text, vision, and audio based applications122 cited
2021Integrating feature engineering, genetic algorithm and tree-based machine learning methods to predict the post-accident disability status of construction workers110 cited
2021Accident prediction in construction using hybrid wavelet-machine learning105 cited
2021A network-based approach to modeling safety accidents and causations within the context of subway construction project management

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2021A critical review of text-based research in construction: Data source, analysis method, and implications93 cited

2021Analysis of the Characteristics of Fatal Accidents in the Construction Industry in China Based on Statistical Data93 cited

2022Identification of accident-injury type and bodypart factors from construction accident reports: A graph-based deep learning framework80 cited

2019Ranking of Risks for Existing and New Building Works78 cited

2022Efficiency of VR-Based Safety Training for Construction Equipment: Hazard Recognition in Heavy Machinery Operations72 cited

2021Sectoral patterns of accident process for occupational safety using narrative texts of OSHA database68 cited

2023Machine learning-based construction site dynamic risk models68 cited

2022Digital Twin-Based Intelligent Safety Risks Prediction of Prefabricated Construction Hoisting65 cited