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Automatically learning construction injury precursors from text · Study

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ArticleAutomatically learning construction injury precursors from text

Henrietta Baker2020

OA

Articlegreen2020

Automatically learning construction injury precursors from text

Henrietta Baker · Matthew Ryan Hallowell · Antoine J.‐P. Tixier

155 citations·0/0 files stored·Automation in Construction

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Occupational Health and Safety Research Topic Modeling Text and Document Classification Technologies

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References

2016The age of analytics: competing in a data-driven world 2018Construction site accident analysis using text mining and natural language processing techniques 2016Application of machine learning to construction injury prediction 2015Automated content analysis for construction safety: A natural language processing system to extract precursors and outcomes from unstructured injury reports 2002Can We Ever Escape from Data Overload? A Cognitive Systems Diagnosis 2019Accident Case Retrieval and Analyses: Using Natural Language Processing in the Construction Industry 2014Predicting construction cost overruns using text mining, numerical data and ensemble classifiers 2007Incident reporting or storytelling? Competing schemes in a safety-critical and hazardous work setting

Cited by

2022Deep learning-based data analytics for safety in construction 2024AI integration in construction safety: Current state, challenges, and future opportunities in text, vision, and audio based applications 2021A critical review of text-based research in construction: Data source, analysis method, and implications 2022Identification of accident-injury type and bodypart factors from construction accident reports: A graph-based deep learning framework

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2021A critical review of text-based research in construction: Data source, analysis method, and implicationsarticle · 5 shared references 2024AI integration in construction safety: Current state, challenges, and future opportunities in text, vision, and audio based applicationsarticle · 4 shared references 2023Machine learning-based construction site dynamic risk modelsarticle · 4 shared references 2022Overview and analysis of the text mining applications in the construction industryreview · 4 shared references 2018Construction site accident analysis using text mining and natural language processing techniquesarticle · 3 shared references 2020Hazard analysis: A deep learning and text mining framework for accident preventionarticle · 3 shared references

Details

Year2020

Typearticle

Published2020-06-08

VenueAutomation in Construction

ISSN-L0926-5805

Languageen

Citations155

Files0 public / 0

ShelfOccupational Health and Safety Research

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doi10.1016/j.autcon.2020.103145

openalex_workW2964906461

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2023Construction and application of knowledge graph for construction accidents based on deep learning

2023Machine learning-based construction site dynamic risk models

2022Prediction of construction accident outcomes based on an imbalanced dataset through integrated resampling techniques and machine learning methods

2022Overview and analysis of the text mining applications in the construction industry