Julia Bondar
Universidade Federal do Rio Grande do Sul
6 Papers
1 Citations
Julia Bondar is an academic researcher from Universidade Federal do Rio Grande do Sul. The author has contributed to research in topics: Medicine & Mental health. The author has an hindex of 2, co-authored 3 publications.
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Papers
The promise of machine learning in predicting treatment outcomes in psychiatry
Adam M Chekroud,Julia Bondar,Jaime Delgadillo,Gavin Doherty,Akash R. Wasil,Marjolein Fokkema,Zachary D. Cohen,Danielle Belgrave,Robert J. DeRubeis,Raquel Iniesta,Dominic B. Dwyer,Karmel W. Choi +11 more
TL;DR: In this article, the authors present a review of the use of machine learning to predict treatment outcomes in psychiatry, ranging from medications and psychotherapies to digital interventions and neurobiological treatments.
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Illusory generalizability of clinical prediction models
Adam M Chekroud,Matt Hawrilenko,Hieronimus Loho,Julia Bondar,Ralitza Gueorguieva,Alkomiet Hasan,Joseph Kambeitz,Philip R. Corlett,Nikolaos Koutsouleris,Harlan M. Krumholz,J. H. Krystal,Martin P. Paulus +11 more
TL;DR: The results suggest that models predicting treatment outcomes in schizophrenia are highly context-dependent and may have limited generalizability, and a central promise of artificial intelligence in healthcare is that large datasets can be mined to predict and identify the best course of care for future patients.
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Symptom clusters in adolescent depression and differential response to treatment: a secondary analysis of the Treatment for Adolescents with Depression Study randomised trial.
TL;DR: Response to fluoxetine and CBT among adolescents with depression is heterogeneous and the contrast in response patterns between symptom clusters could provide opportunities to improve treatment efficacy by gearing the development of new therapies towards the resolution of specific symptoms.
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Clinical and Financial Outcomes Associated With a Workplace Mental Health Program Before and During the COVID-19 Pandemic
Julia Bondar,Cecina Babich Morrow,Ralitza Gueorguieva,Matt Hawrilenko,John H. Krystal,Philip R. Corlett,Adam M Chekroud +6 more
TL;DR: Results of this study suggest that employer-sponsored, evidence-based workplace mental health programs can be beneficial for both employers and employees.
Risk and rates of hospitalisation in young children: a prospective study of a South African birth cohort
Catherine J. Wedderburn,Julia Bondar,Marilyn T Lake,Raymond T Nhapi,Whitney Barnett,Mark P. Nicol,Liz Goddard,Heather J. Zar +7 more
TL;DR: In this paper , the authors investigated the causes and risk factors for early-life child hospitalisation in sub-Saharan Africa and compared between HEU and HIV-unexposed uninfected (HUU) children.