AI Medical Compendium Journal:
Occupational and environmental medicine

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Potential of deep learning in assessing pneumoconiosis depicted on digital chest radiography.

Occupational and environmental medicine May 29, 2020
OBJECTIVES: To investigate the potential of deep learning in assessing pneumoconiosis depicted on digital chest radiographs and to compare its performance with certified radiologists.
Humans Neural Networks, Computer Retrospective Studies Female Reproducibility of Results Aged Male Middle Aged Deep Learning China ROC Curve Occupational Exposure Pneumoconiosis Dust Radiologists Radiography, Thoracic Radiographic Image Enhancement
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Computer-based coding of free-text job descriptions to efficiently identify occupations in epidemiological studies.

Occupational and environmental medicine Apr 21, 2016
BACKGROUND: Mapping job titles to standardised occupation classification (SOC) codes is an important step in identifying occupational risk factors in epidemiological studies. Because manual coding is time-consuming and has moderate reliability, we de...
Humans Software Algorithms Reproducibility of Results Case-Control Studies Logistic Models United States Natural Language Processing Epidemiologic Studies Industry Carcinoma, Renal Cell Job Description Epidemiologic Methods Occupations United States Occupational Safety and Health Administration
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