Resilience and disaster: flexible adaptation in the face of uncertain threat

GA Bonanno, S Chen, R Bagrodia… - Annual review of …, 2024 - annualreviews.org
Disasters cause swee** damage, hardship, and loss of life. In this article, we first consider
the dominant psychological approach to disasters and its narrow focus on psychopathology …

Positive cognitive reappraisal in stress resilience, mental health, and well-being: A comprehensive systematic review

A Riepenhausen, C Wackerhagen… - Emotion …, 2022 - journals.sagepub.com
Stress-related psychopathology is on the rise, and there is a pressing need for improved
prevention strategies. Positive appraisal style, the tendency to appraise potentially …

Supervised machine learning: a brief primer

T Jiang, JL Gradus, AJ Rosellini - Behavior therapy, 2020 - Elsevier
Abstract Machine learning is increasingly used in mental health research and has the
potential to advance our understanding of how to characterize, predict, and treat mental …

Applications of artificial intelligence for disaster management

W Sun, P Bocchini, BD Davison - Natural Hazards, 2020 - Springer
Natural hazards have the potential to cause catastrophic damage and significant
socioeconomic loss. The actual damage and loss observed in the recent decades has …

Clinical prediction models in psychiatry: a systematic review of two decades of progress and challenges

AJ Meehan, SJ Lewis, S Fazel, P Fusar-Poli… - Molecular …, 2022 - nature.com
Recent years have seen the rapid proliferation of clinical prediction models aiming to
support risk stratification and individualized care within psychiatry. Despite growing interest …

TransformEHR: transformer-based encoder-decoder generative model to enhance prediction of disease outcomes using electronic health records

Z Yang, A Mitra, W Liu, D Berlowitz, H Yu - Nature communications, 2023 - nature.com
Deep learning transformer-based models using longitudinal electronic health records
(EHRs) have shown a great success in prediction of clinical diseases or outcomes …

Trajectories of resilience and dysfunction following potential trauma: A review and statistical evaluation

IR Galatzer-Levy, SH Huang, GA Bonanno - Clinical psychology review, 2018 - Elsevier
Given the rapid proliferation of trajectory-based approaches to study clinical consequences
to stress and potentially traumatic events (PTEs), there is a need to evaluate emerging …

Fear memory

I Izquierdo, CRG Furini, JC Myskiw - Physiological reviews, 2016 - journals.physiology.org
Fear memory is the best-studied form of memory. It was thoroughly investigated in the past
60 years mostly using two classical conditioning procedures (contextual fear conditioning …

Childhood trauma in schizophrenia: current findings and research perspectives

D Popovic, A Schmitt, L Kaurani, F Senner… - Frontiers in …, 2019 - frontiersin.org
Schizophrenia is a severe neuropsychiatric disorder with persistence of symptoms
throughout adult life in most of the affected patients. This unfavorable course is associated …

A conceptual framework for the neurobiological study of resilience

R Kalisch, MB Müller, O Tüscher - Behavioral and brain sciences, 2015 - cambridge.org
The well-replicated observation that many people maintain mental health despite exposure
to severe psychological or physical adversity has ignited interest in the mechanisms that …