Predicting errors in accident hotspots and investigating satiotemporal, weather, and behavioral factors using interpretable machine learning: An analysis of telematics big data

• Ali Golestani ,

  Roles Conceptualization, Formal analysis, Methodology, Visualization, Writing – original draft, Writing – review & editing

  ¶☯ These authors contributed equally to this work as the first authors.

  Affiliation Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran

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• Nazila Rezaei ,

  Roles Funding acquisition, Project administration, Writing – original draft, Writing – review & editing

  ¶☯ These authors contributed equally to this work as the first authors.

  Affiliation Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran

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• Mohammad-Reza Malekpour,

  Roles Data curation, Methodology, Validation, Writing – review & editing

  Affiliation Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran

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• Naser Ahmadi,

  Roles Data curation

  Affiliations Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran, Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran

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• Seyed Mohammad-Navid Ataei,

  Roles Validation, Writing – review & editing

  Affiliation Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran

  https://orcid.org/0009-0006-6463-4784

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• Sepehr Khosravi,

  Roles Investigation, Validation, Writing – review & editing

  Affiliation Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran

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• Ayyoob Jafari,

  Roles Resources, Writing – review & editing

  Affiliation Faculty of Electrical, Biomedical and Mechatronics Engineering, Qazvin Branch, Islamic Azad University, Qazvin, Iran

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• Saeid Shahraz,

  Roles Validation, Writing – review & editing

  Affiliation Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston, Massachusetts, United States of America

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• Farshad Farzadfar

  Roles Methodology, Supervision, Validation, Writing – review & editing

  * E-mail: f-farzadfar@tums.ac.ir

  Affiliations Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran, Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran

  https://orcid.org/0000-0001-8288-4046

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