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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
91
Downloads
758
Views
Citations
Platelet’s Fatty Acids and Differential Diagnosis of Major Depression and Bipolar Disorder through the Use of an Unsupervised Competitive-Learning Network Algorithm (SOM)
(Articles)
Serena Benedetti
,
Sabina Bucciarelli
,
Franco Canestrari
,
Simona Catalani
,
Silvia Mandolini
,
Valerio Marconi
,
Anna Rita Mastrogiacomo
,
Raffaella Silvestri
,
Maria Chiara Tagliamonte
,
Raimondo Venanzini
,
Giuseppe Caramia
,
Fabio Gabrielli
,
Lucio Tonello
,
Massimo Cocchi
Open Journal of Depression
Vol.3 No.2
, May 22, 2014
DOI:
10.4236/ojd.2014.32011
5,075
Downloads
8,238
Views
Citations
Hypersynchronic Mental Automatisms: An Innovative Psychiatric Hypothesis Reaffirming Its Validity for Fifteen Years
(Articles)
Javier Alvarez-Rodriguez
Health
Vol.7 No.1
, January 13, 2015
DOI:
10.4236/health.2015.71006
5,897
Downloads
9,623
Views
Citations
This article belongs to the Special Issue on
Advances in Mental Illness Research
Hyperactivity and Abnormal Exploratory Activity Developing in CD-1 Male Mice under Chronic Experience of Aggression and Social Defeats
(Articles)
Irina L. Kovalenko
,
Anna G. Galyamina
,
Dmitry A. Smagin
,
Natalia N. Kudryavtseva
Journal of Behavioral and Brain Science
Vol.5 No.11
, October 12, 2015
DOI:
10.4236/jbbs.2015.511046
4,332
Downloads
5,823
Views
Citations
Connection between the Linoleic Acid and Psychopathology: A Symmetry-Breaking Phenomenon in the Brain?
(Articles)
Massimo Cocchi
,
Chiara Minuto
,
Lucio Tonello
,
Jack A. Tuszynski
Open Journal of Depression
Vol.4 No.4
, November 2, 2015
DOI:
10.4236/ojd.2015.44005
3,825
Downloads
5,807
Views
Citations
Improved Visualization of the Anterior Thalamic Radiation in Bipolar Disorder by Diffusion Tensor Tractography
(Articles)
Richi Niida
,
Akihiko Uechi
,
Akira Niida
,
Hiroshi Matsuda
,
Bun Yamagata
,
Masaru Mimura
Case Reports in Clinical Medicine
Vol.7 No.9
, September 14, 2018
DOI:
10.4236/crcm.2018.79044
879
Downloads
2,281
Views
Citations
Comparative Study on the Use of Long-Acting Injectable Antipsychotics in Three Different Psychiatric Treatment Facilities in Saskatchewan, Canada
(Articles)
Olajide O. Adelugba
,
Inam U. Haq
,
Mansfield Mela
,
Deqiang Gu
,
Olubankole Obikoya
,
Laura Garratt
Open Access Library Journal
Vol.7 No.8
, August 7, 2020
DOI:
10.4236/oalib.1106530
699
Downloads
1,987
Views
Citations
More than One I—The Healing of a Patient with Bipolar Disorder with Integrative Psychiatry
(Articles)
Kamla Nannan Panday-Jhingoeri
,
Joop T. V. M. de Jong
Sociology Mind
Vol.12 No.4
, October 11, 2022
DOI:
10.4236/sm.2022.124010
313
Downloads
3,225
Views
Citations
Aripiprazole and Cariprazine for Bipolar Disorder?
(Articles)
John R. Rossiter
Open Journal of Medical Psychology
Vol.11 No.4
, October 13, 2022
DOI:
10.4236/ojmp.2022.114019
333
Downloads
2,985
Views
Citations
Three-Drug Therapies in Psychiatry in the Light of the Maximum Ordinality Principle and the Explicit Solution to the “Three-Body Problem”
—D.D. 23 Luglio 2023, Tempo Ordinario (3.00 e 10.20)
(Articles)
Corrado Giannantoni
Journal of Applied Mathematics and Physics
Vol.11 No.8
, August 17, 2023
DOI:
10.4236/jamp.2023.118147
180
Downloads
780
Views
Citations
How Does Glycine/GABA Inhibition Exacerbate the Vicious Correlative Cycle of Sleep Paralysis and Bipolar Disorder Mania?
(Articles)
Nayiri Barton
Open Journal of Medical Psychology
Vol.14 No.2
, April 25, 2025
DOI:
10.4236/ojmp.2025.142008
116
Downloads
1,512
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
323
Views
Citations
Multimodal Digital Phenotyping for Bipolar Disorder: Robust Mood-State Classification and Early Relapse Risk Monitoring
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.12 No.12
, December 23, 2025
DOI:
10.4236/oalib.1114600
40
Downloads
292
Views
Citations
Reinforcement Learning Based Optimization of Sleep Mood Circadian Dynamics in Bipolar Disorder: A Simulation Study
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.13 No.3
, March 16, 2026
DOI:
10.4236/oalib.1114926
44
Downloads
245
Views
Citations
Machine Learning Models for Predicting Antidepressant-Induced Mania in Bipolar Disorder: A Synthetic Proof-of-Concept Simulation Study
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.13 No.5
, May 29, 2026
DOI:
10.4236/oalib.1115140
50
Downloads
289
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
74
Downloads
736
Views
Citations
Transformer-Based Models for Predicting Rapid Cycling in Bipolar Disorder: Integrative Analysis of Digital Phenotyping and Pharmacological Data
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.12 No.8
, August 20, 2025
DOI:
10.4236/oalib.1113960
42
Downloads
276
Views
Citations
Deciphering Concurrent Tuberous Sclerosis Complex and Bipolar Disorder with a Genetic Approach
(Articles)
Andrey Frolov
,
Divyanksha Vanka
,
Hikmat Roumany
,
Miguel A. Guzman
,
John R. Martin III
Open Journal of Pathology
Vol.16 No.2
, April 13, 2026
DOI:
10.4236/ojpathology.2026.162015
28
Downloads
268
Views
Citations
Deep Reinforcement Learning for Personalized Antidepressant Decision Support in Bipolar Spectrum Disorders: Simulated Randomized Trial Framework
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.13 No.5
, May 28, 2026
DOI:
10.4236/oalib.1115137
5
Downloads
28
Views
Citations
AI-Driven Prediction of Antidepressant-Induced Mood Switching in Bipolar Disorder: A Synthetic Proof-of-Concept Machine Learning Study Using Clinical, Temporal, and Biomarker Data
(Articles)
Rocco de Filippis
,
Abdullah Al Foysal
Open Access Library Journal
Vol.13 No.5
, May 29, 2026
DOI:
10.4236/oalib.1115142
5
Downloads
48
Views
Citations
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