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Advanced Machine Learning Models for Gender-Specific Antidepressant Response Prediction: Overcoming Data Imbalance for Precision Psychiatry
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.12 No.2
, February 17, 2025
DOI:
10.4236/oalib.1112895
74
Downloads
470
Views
Citations
Cross-Population Transfer Learning for Antidepressant Treatment Response Prediction: A SHAP-Based Explainability Approach Using Synthetic Multi-Ethnic Data
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.13 No.1
, January 14, 2026
DOI:
10.4236/oalib.1114445
54
Downloads
303
Views
Citations
Predicting Antidepressant Treatment Response Using Machine Learning: A Multimodal Analysis of Clinical and Genetic Data
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.12 No.8
, August 20, 2025
DOI:
10.4236/oalib.1113958
53
Downloads
372
Views
Citations
A Predictive Model for Pathologic Complete Response in Breast Cancer Patients Treated with Neoadjuvant Chemotherapy Using Machine Learning
(Articles)
Isaac Kim
,
Kwanbum Lee
,
Seung Ah Lee
,
Yeon Hee Park
,
Seung Ki Kim
Advances in Breast Cancer Research
Vol.10 No.4
, August 26, 2021
DOI:
10.4236/abcr.2021.104012
401
Downloads
1,806
Views
Citations
Associations between the Use of Antidepressants and Other Medications
(Articles)
Ray M. Merrill
,
Arielle A. Sloan
Open Journal of Depression
Vol.3 No.1
, February 28, 2014
DOI:
10.4236/ojd.2014.31007
3,965
Downloads
7,093
Views
Citations
Research Progress on Efficacy Prediction of Radioiodine Therapy in Differentiated Thyroid Cancer
(Articles)
Zhiyue Tang
,
Hua Pang
Journal of Biosciences and Medicines
Vol.14 No.4
, April 30, 2026
DOI:
10.4236/jbm.2026.144029
3
Downloads
31
Views
Citations
Misunderstanding of a New Approach to Drug-Placebo Difference Calculation in Short Term Antidepressant-Drug Trials
(Articles)
Yanning Liu
Open Journal of Statistics
Vol.5 No.2
, April 20, 2015
DOI:
10.4236/ojs.2015.52014
2,612
Downloads
3,657
Views
Citations
Federated Learning for Treatment Response Prediction in Bipolar Disorder: A Simulation-Based Institutional Study
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.12 No.8
, August 18, 2025
DOI:
10.4236/oalib.1113954
33
Downloads
300
Views
Citations
Modeling Incident Duration Using Lasso and Ridge Regressions
(Articles)
Zhubin Najafi
,
Hualiang Teng
Journal of Transportation Technologies
Vol.16 No.1
, December 8, 2025
DOI:
10.4236/jtts.2026.161004
54
Downloads
256
Views
Citations
A Hybrid CNN-LSTM Variational Autoencoder for Treatment Response Prediction in Synthetic Psychiatric Data
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.13 No.1
, January 15, 2026
DOI:
10.4236/oalib.1114442
45
Downloads
247
Views
Citations
The Antidepressant-Like Effects of
Punica granatum
(Pomegranate) Extract in Mice
(Articles)
Mahsa Hadipour Jahromy
,
Shahrzad Khakpour
,
Zhinoos Khorgami
Chinese Medicine
Vol.5 No.1
, March 11, 2014
DOI:
10.4236/cm.2014.51001
4,306
Downloads
7,813
Views
Citations
Affective Disorders and Antidepressant Drugs
(Articles)
Marc Fakhoury
Open Access Library Journal
Vol.1 No.5
, August 28, 2014
DOI:
10.4236/oalib.1100597
1,858
Downloads
3,118
Views
Citations
Anticonvulsant, Sedative and Antidepressant Effects of Aqueous Extract of
Costus afer
Stems in Mice
(Articles)
Bassoueka D’Avila Judicaël
,
Peneme Bonaventure Max Lazard
,
Ondele Radar
,
Ahoudi Jered
,
Abena Ange Antoine
Journal of Biosciences and Medicines
Vol.10 No.12
, December 7, 2022
DOI:
10.4236/jbm.2022.1012003
195
Downloads
956
Views
Citations
Predicting Bipolar Disorder Treatment Outcomes with Machine Learning: A Comprehensive Evaluation of Random Forest, Gradient Boosting, and Ensemble Approaches
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.12 No.2
, February 19, 2025
DOI:
10.4236/oalib.1112897
88
Downloads
724
Views
Citations
A Machine Learning Approach to Predicting Treatment Outcomes in Bipolar Depression with OCD Comorbidity
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.12 No.2
, February 28, 2025
DOI:
10.4236/oalib.1112894
73
Downloads
709
Views
Citations
Rapid HPLC Method for Monitoring Relevant Residues of Pharmaceuticals Products in Environmental Samples
(Articles)
Juana Rodríguez Flores
,
Ana Maria Contento Salcedo
,
Lorena Muñoz Fernández
American Journal of Analytical Chemistry
Vol.2 No.1
, February 25, 2011
DOI:
10.4236/ajac.2011.21003
7,207
Downloads
13,986
Views
Citations
Navigating the Nomenclature of a Purported “Dietary Supplement”: A Cautionary Tale for Consumers and Practitioners Regarding Tianeptine or “Gas Station Heroin”
(Articles)
Keith R. Martin
Health
Vol.15 No.12
, December 26, 2023
DOI:
10.4236/health.2023.1512087
239
Downloads
902
Views
Citations
Interaction between Gut Microbiota and Medicinal Food Homology in Depression
(Articles)
Tian Yu
Journal of Biosciences and Medicines
Vol.12 No.11
, November 13, 2024
DOI:
10.4236/jbm.2024.1211016
84
Downloads
581
Views
Citations
Predicting Treatment Response in Bipolar Disorder Using Biomarker Profiles and Machine Learning Models
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.12 No.8
, August 18, 2025
DOI:
10.4236/oalib.1113871
46
Downloads
427
Views
Citations
Multi-Task Deep Learning for Predicting Depression Severity and Treatment Response Using Synthetic Neuroimaging: A Fully Controlled Simulation Framework
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.12 No.8
, August 22, 2025
DOI:
10.4236/oalib.1113955
38
Downloads
326
Views
Citations
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