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https://doi.org/10.12688/f1000research.168996.1
Data Note metrics AWAITING PEER REVIEW
Synthetic dataset to study the performance of perovskite solar cell simulations
[version 1; peer review: awaiting peer review]
Yeraldin Velez-Galvis, Esteban Gonzalez-Valencia, Alexander Sepulveda-Sepulveda, Nelson Gomez-Cardona
Peer Reviewers Invited
  • Funder
  • This work was funded by MinCiencias-Colombia, with resources administered by ICETEX-Colombia (project code 2022- 0724)
PUBLISHED 22 Sep 2025
https://doi.org/10.12688/f1000research.169102.1
Research Article metrics AWAITING PEER REVIEW
Multimodal Machine Learning Approach for Diagnosing Atopic Dermatitis
[version 1; peer review: awaiting peer review]
Alida Widiawaty, Wresti Indriatmi, Wisnu Jatmiko, Endi Novianto, Aria Kekalih, Hendra Gunawan, Pramudita Satria Palar, Muhammad Febrian Rachmadi, Sherly Dermawan, Tengku Laras Malahayati, Alif Wicaksana Ramadhan
Peer Reviewers Invited
  • Funder
  • This study was supported by the Indonesian Education Scholarship, the Center for Higher Education Funding and Assessment, and the Indonesian Endowment Fund for Education. The authors would like to thank the board-certified dermatologists, participating hospitals, and patients for their contributions. We also thank our collaborators in data science and medical informatics.
PUBLISHED 19 Sep 2025
https://doi.org/10.12688/f1000research.168082.2
Research Article metrics
Revised
Revealing Principal Components, Patterns, and Structural Gaps in Health Security among High-Income Countries: A Comparative Analysis Using PCA and a Multi-Scenario Clustering Approach
[version 2; peer review: 2 approved]
Adel A. Nasser, Mijahed Nasser Aljober, Abed Saif Ahmed Alghawli, Amani A. K. Essayed
Peer Reviewers Jiansong Zheng; Prof Ahmed Sultan Al-Hegami
  • Funder
  • Deanship of Scientific Research, Prince Sattam bin Abdulaziz University
LATEST VERSION PUBLISHED 11 Sep 2025
https://doi.org/10.12688/f1000research.161073.4
Research Article metrics
Revised
Development of a machine learning predictive model for early detection of breast cancer
[version 4; peer review: 1 approved, 2 not approved]
Rinsy Rahman, Dola Saha, Winniecia Dkhar, Sathyendranath Malli, Neil Barnes Abraham
Peer Reviewers Abicumaran Uthamacumaran; Rolando Gonzales Martinez; Chandrakanta Mahanty
LATEST VERSION PUBLISHED 05 Sep 2025
https://doi.org/10.12688/f1000research.163778.1
Research Article metrics AWAITING PEER REVIEW
Applying Principal Component Analysis for Categorized Dimensionality Reduction in DDoS Detection for Software-Defined Networks
[version 1; peer review: awaiting peer review]
Keerthana Balaji, Mamatha Balachandra
Peer Reviewers Invited
PUBLISHED 28 Jul 2025
https://doi.org/10.12688/f1000research.129064.3
Review metrics
Revised
Progress and challenges for the application of machine learning for neglected tropical diseases
[version 3; peer review: 3 approved]
ChungYuen Khew, Rahmad Akbar, Norfarhan Mohd-Assaad
Peer Reviewers Anupam Nath Jha; Erma Sulistyaningsih; Karla P. Godinez-Macias
  • Funder
  • Fundamental Research Grant Scheme (FRGS)
LATEST VERSION PUBLISHED 17 Jul 2025
https://doi.org/10.12688/f1000research.157582.1
Research Article metrics
Using machine learning based stereo camera clothing boundary recognition control system for dressing assistance support robot
[version 1; peer review: 2 not approved]
HANQING ZHAO, Hidetaka Nambo
Peer Reviewers Kakeru Yamasaki; Jiho Lee
PUBLISHED 17 Apr 2025
https://doi.org/10.12688/f1000research.161993.2
Research Article metrics
Revised
Machine learning applications in risk management: Trends and research agenda
[version 2; peer review: 3 approved, 1 approved with reservations]
Alejandro Valencia-Arias, Jesus Alberto Jimenez Garcia, Erica Agudelo-Ceballos, Aarón José Alberto Oré León, Ezequiel Martínez Rojas, Julio Leyrer Henríquez, Diana Marleny Ramírez-Ramírez
Peer Reviewers Ajay Vikram Singh; Rakibul Hasan Chowdhury; muskan Khan; Tian Tian
LATEST VERSION PUBLISHED 07 Apr 2025
https://doi.org/10.12688/f1000research.154598.3
Research Article metrics
Revised
A novel hybrid genetic algorithm and Nelder-Mead approach and it’s application for parameter estimation
[version 3; peer review: 2 approved, 1 approved with reservations]
Neha Majhi, Rajashree Mishra
Peer Reviewers HABBI FATIHA and El-ghalia Boudissa; Olympia Roeva; Gyan Singh
  • Funder
  • Kalinga Institute of Industrial Technology
LATEST VERSION PUBLISHED 07 Apr 2025
https://doi.org/10.12688/f1000research.157325.2
Method Article metrics
Revised
Structuring data analysis projects in the Open Science era with Kerblam!
[version 2; peer review: 2 approved]
Luca Visentin, Luca Munaron, Federico Alessandro Ruffinatti
Peer Reviewers Rodica Cujba; Priya Silverstein
  • Funder
  • Ministero dell'Università e della Ricerca
LATEST VERSION PUBLISHED 04 Apr 2025
https://doi.org/10.12688/f1000research.152346.2
Systematic Review metrics
Revised
Artificial Intelligence in the Prediction of Stone-Free Status in Urinary Stone Disease Treated with Extracorporeal Shockwave Lithotripsy: A Systematic Review
[version 2; peer review: 1 approved, 2 approved with reservations]
Ficky ., Nur Rasyid, Widi Atmoko, Ponco Birowo
Peer Reviewers Jethro CC Kwong; Ranjit Barua; Shriyansh Chahar
  • Funder
  • not aplicable
LATEST VERSION PUBLISHED 26 Mar 2025
https://doi.org/10.12688/f1000research.162306.1
Systematic Review metrics
Machine learning based radiomics approach for outcome prediction of meningioma – a systematic review
[version 1; peer review: 2 approved]
Saroh S, Saikiran Pendem, Prakashini K, Shailesh Nayak S, Girish R Menon, Priyanka -, Divya B
Peer Reviewers Priyanka Chandrasekhar; Mustapha Barde
PUBLISHED 25 Mar 2025
https://doi.org/10.12688/f1000research.160010.2
Systematic Review metrics
Revised
Applications of Machine Learning (ML) in the context of marketing: a bibliometric approach
[version 2; peer review: 2 approved]
Sebastián Cardona-Acevedo, Erica Agudelo-Ceballos, Diana Arango-Botero, Alejandro Valencia-Arias, Juana De La Cruz Ramírez Dávila, Jesus Alberto Jimenez Garcia, Carlos Flores Goycochea, Ezequiel Martínez Rojas
Peer Reviewers Ravi Shankar Rai; Suryo Hadi Wira Prabowo
LATEST VERSION PUBLISHED 17 Mar 2025
https://doi.org/10.12688/f1000research.156514.3
Research Article metrics
Revised
Current scenario of machine learning applications to hydrothermal liquefaction via bibliometric analysis
[version 3; peer review: 1 approved, 2 approved with reservations, 1 not approved]
Tossapon Katongtung, Somboon Sukpancharoen, Sakprayut Sinthupinyo, Nakorn Tippayawong
Peer Reviewers Lili Qian; Muntasir Shahabuddin and Andrew Charlebois; Venu Babu Borugadda; Muhammad Raziq Rahimi Kooh
  • Funders
  • Chiang Mai University
  • National Research Council of Thailand
LATEST VERSION PUBLISHED 11 Mar 2025
https://doi.org/10.12688/f1000research.161053.1
Research Article metrics AWAITING PEER REVIEW
Exploration of hyperparameter tuning in handwritten digit recognition datasets using CNN
[version 1; peer review: awaiting peer review]
Roumo Kundu, Anurag Sinha, Biresh Kumar, Rohan Gautam, Mohammad Shahid Raza, Syed Abid Hussain
Peer Reviewers Invited
PUBLISHED 07 Mar 2025
https://doi.org/10.12688/f1000research.160816.1
Research Article metrics
Body gesture recognition using crow search algorithm enhanced probabilistic neural network for human- computer interaction
[version 1; peer review: 1 approved, 1 approved with reservations]
BAKKIALAKSHMI V.S, Pornpimol Chawengsaksopark, Mithileysh Sathiyanarayanan
Peer Reviewers Vijayan Vijayarajan; Sachinkumar Veerashetty
PUBLISHED 03 Feb 2025
https://doi.org/10.12688/f1000research.156122.1
Research Article metrics
Optimizing machine learning performance for medical imaging analyses in low-resource environments: The prospects of CNN-based Feature Extractors
[version 1; peer review: 1 approved with reservations]
Itunuoluwa Isewon, Emmanuel Alagbe, Jelili Oyelade
Peer Reviewers Veronika Cheplygina
  • Funders
  • World Bank Group
  • Covenant University
PUBLISHED 17 Jan 2025
https://doi.org/10.12688/f1000research.156316.1
Research Article metrics
Predicting determinants of modern contraceptive use among reproductive-age women in Ethiopia using machine learning algorithm: Evidence from the Performance Monitoring and Accountability (PMA) Survey 2019 dataset
[version 1; peer review: 1 approved]
Jibril Bashir Adem, Shimels Derso Kebede, Agmasie Damtew Walle, Daniel Niguse Mamo
Peer Reviewers Christiana Olanrewaju Sowunmi
PUBLISHED 17 Jan 2025
https://doi.org/10.12688/f1000research.124164.4
Method Article metrics
Revised
Recognizing human activities using light-weight and effective machine learning methodologies
[version 4; peer review: 1 approved, 3 not approved]
Keerthi Varadhi, Chinta Someswara Rao, GNVG Sirisha, Butchi Raju katari
Peer Reviewers Nurul Amin Choudhury; Kristina Host; Anna Ferrari; Alwin Poulose
LATEST VERSION PUBLISHED 05 Nov 2024
https://doi.org/10.12688/f1000research.154704.3
Research Article metrics
Revised
Trends of machine learning for dental caries research in Southeast Asia: insights from a bibliometric analysis
[version 3; peer review: 2 approved]
Faizul Hasan, Hendrik Setia Budi, Lia Taurussia Yuliana, Mokh Sujarwadi
Peer Reviewers Juni Handajani; Heni Susilowati
  • Funder
  • Universitas Airlangga
LATEST VERSION PUBLISHED 11 Oct 2024
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