Machine learning-based predictive modeling of resilience to stressors in pregnant women during COVID-19: A prospective cohort study

• Emily S. Nichols ,

  Contributed equally to this work with: Emily S. Nichols, Harini S. Pathak

  Roles Conceptualization, Data curation, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: enicho4@uwo.ca

  Affiliations Applied Psychology, Faculty of Education, Western University, London, Ontario, Canada, The Brain and Mind Institute, The University of Western Ontario, London, Ontario, Canada

  https://orcid.org/0000-0003-0541-9233

  ⨯
• Harini S. Pathak ,

  Contributed equally to this work with: Emily S. Nichols, Harini S. Pathak

  Roles Data curation, Formal analysis, Software, Writing – review & editing

  Affiliation Department of Computer Science, The University of Western Ontario, London, Ontario, Canada

  ⨯
• Roberta Bgeginski,

  Roles Data curation, Formal analysis, Funding acquisition, Methodology, Writing – review & editing

  Affiliation R. Samuel McLaughlin Foundation—Exercise and Pregnancy Laboratory, School of Kinesiology, Faculty of Health Sciences, Children’s Health Research Institute, Western University, London, Ontario, Canada

  ⨯
• Michelle F. Mottola,

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

  Affiliations R. Samuel McLaughlin Foundation—Exercise and Pregnancy Laboratory, School of Kinesiology, Faculty of Health Sciences, Children’s Health Research Institute, Western University, London, Ontario, Canada, Department of Anatomy and Cell Biology, Schulich School of Medicine and Dentistry, Western University, London, Ontario, Canada

  https://orcid.org/0000-0002-8707-4656

  ⨯
• Isabelle Giroux,

  Roles Conceptualization, Methodology, Writing – review & editing

  Affiliation School of Nutrition Sciences, Faculty of Health Sciences, University of Ottawa, Ottawa, Ontario, Canada

  ⨯
• Ryan J. Van Lieshout,

  Roles Conceptualization, Methodology, Writing – review & editing

  Affiliation Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada

  ⨯
• Yalda Mohsenzadeh,

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

  Affiliations The Brain and Mind Institute, The University of Western Ontario, London, Ontario, Canada, Department of Computer Science, The University of Western Ontario, London, Ontario, Canada

  ⨯
• Emma G. Duerden

  Roles Conceptualization, Funding acquisition, Methodology, Resources, Supervision, Validation, Writing – review & editing

  Affiliations Applied Psychology, Faculty of Education, Western University, London, Ontario, Canada, The Brain and Mind Institute, The University of Western Ontario, London, Ontario, Canada, Psychiatry, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada

  https://orcid.org/0000-0002-9734-7865

  ⨯