Concepedia

Longitudinal Symptom Forecasting

Longitudinal Symptom Forecasting is a predictive modeling framework that enables the continuous, time-resolved estimation of symptom trajectories over extended periods by integrating sequential health observations with temporal dynamics.

6

Publications

182

Citations

32

Authors

27

Institutions

Publications per year

2017–2026

6

Parents

Publications

6

Forecasting individual risk for long-term Posttraumatic Stress Disorder in emergency medical settings using biomedical data: A machine learning multicenter cohort study

Katharina Schultebraucks, Marit Sijbrandij, Isaac R. Galatzer‐Levy et al. · Neurobiology of Stress · 2021 · 58 citations · Full text

, , +15

Machine Learning–Based Predictive Modeling of Anxiety and Depressive Symptoms During 8 Months of the COVID-19 Global Pandemic: Repeated Cross-sectional Survey Study

Katrina Hueniken, Nibene Habib Somé, Mohamed Abdelhack et al. · JMIR Mental Health · 2021 · 41 citations · Full text

, , +17

Personalized prediction of daily eczema severity scores using a mechanistic machine learning model

Guillem Hurault, Elisa Domínguez‐Hüttinger, Sinéad Langan et al. · Clinical & Experimental Allergy · 2020 · 36 citations · Full text

, , +17

Predicting Changes in Depression Severity Using the PSYCHE-D (Prediction of Severity Change-Depression) Model Involving Person-Generated Health Data: Longitudinal Case-Control Observational Study

Mariko Makhmutova, Raghu Kainkaryam, Marta Ferreira et al. · JMIR mhealth and uhealth · 2022 · 19 citations · Full text

, , +17

Using machine learning to forecast symptom changes among subclinical depression patients receiving stepped care or usual care

Bruno T. Scodari, Sarah M. Chacko, Rina Matsumura et al. · Journal of Affective Disorders · 2023 · 18 citations · Full text

, , +16

1–5 of 6

Authors

32

  1. JM
    Joanne Mouthaan

    Leiden University, Netherlands

    1 publications · 58 citations

    1

    h-index

  2. SM
    Sarah M. Chacko

    Dartmouth College, United States

    1 publications · 18 citations

    1

    h-index

  3. SL
    Sinéad Langan

    London School of Hygiene & Tropical Medicine, United Kingdom

    1 publications · 36 citations

    1

    h-index

  4. RM
    Rina Matsumura

    Dartmouth College, United States

    1 publications · 18 citations

    1

    h-index

  5. IC
    Ieuan Clay

    Novartis (Switzerland), Switzerland

    1 publications · 19 citations

    1

    h-index

1–5 of 32

Institutions

27

  1. Western University

    London, Canada

    1 h-index

    3 publications

    123 citations

  2. Dartmouth College

    Hanover, United States

    1 h-index

    2 publications

    36 citations

  3. University of Toronto

    Toronto, Canada

    1 h-index

    7 publications

    287 citations

  4. University of Nottingham

    Nottingham, United Kingdom

    1 h-index

    1 publications

    36 citations

  5. Arq Psychotrauma Expert Group

    Diemen, The Netherlands

    1 h-index

    1 publications

    58 citations

  6. Columbia University Irving Medical Center

    New York, United States

    1 h-index

    1 publications

    58 citations

  7. Amsterdam Neuroscience

    Amsterdam, The Netherlands

    1 h-index

    2 publications

    116 citations

  8. Vrije Universiteit Amsterdam

    Amsterdam, The Netherlands

    1 h-index

    1 publications

    58 citations

1–8 of 27

Venues

  1. Clinical & Experimental Allergy

    1 publications · 36 citations

    1

    h-index

  2. JMIR Mental Health

    JMH · 1 publications · 41 citations

    1

    h-index

  3. Neurobiology of Stress

    1 publications · 58 citations

    1

    h-index

  4. Journal of Affective Disorders

    1 publications · 18 citations

    1

    h-index

  5. JMIR mhealth and uhealth

    1 publications · 19 citations

    1

    h-index

1–5