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https://doi.org/10.12688/f1000research.169601.3
Method Article metrics
Revised
Graph-based epidemic modeling of West Nile Virus: Forecasting and containment
[version 3; peer review: 2 approved, 1 approved with reservations]
Francesco Branda, Mohamed Mustaf Ahmed, Annamaria Defilippo, Ugo Lomoio, Barbara Puccio, Massimo Ciccozzi, Fabio Scarpa, Pierangelo Veltri, Pietro Hiram Guzzi
Peer Reviewers Michael Wimberly; Laura Antonelli; Katrin Gaardbo Kuhn and Gargi Deshpande
LATEST VERSION PUBLISHED 19 Dec 2025
https://doi.org/10.12688/f1000research.173204.1
Opinion Article metrics
Knowing what you don’t know: why professional doctorate students should tread carefully with AI research assistants
[version 1; peer review: 4 approved with reservations]
Nieky van Veggel
Peer Reviewers Babu George; Angelo Leogrande; Devilito Prasetyo Tatipang; Pathiyil Ravi Shankar and Ms Katarzyna Paczek
  • Funder
  • East Suffolk and North Essex NHS Foundation Trust
PUBLISHED 18 Dec 2025
https://doi.org/10.12688/f1000research.174439.1
Research Article metrics
Recommender Systems: A Data-Driven Framework for Personalized Decision Intelligence
[version 1; peer review: 1 approved with reservations, 1 not approved]
Vinodhkumar Gunasekaran, Ilamathi Elango
Peer Reviewers Kulvinder Singh; Yuri Ariyanto
PUBLISHED 18 Dec 2025
https://doi.org/10.12688/f1000research.161824.1
Research Article metrics
Properties of Fuzzy Soft Codes and Their Role in Decision-Making
[version 1; peer review: 2 approved with reservations]
Masresha Wassie Woldie, Jejaw Demamu Mebrat, Mihret Alamneh Taye
Peer Reviewers Rana Muhammad Zulqarnain; Sunil Jacob John
  • Funder
  • No fund at all
PUBLISHED 16 Dec 2025
https://doi.org/10.12688/f1000research.166350.2
Research Article metrics
Revised
A Hybrid Anomaly Detection Framework Combining Supervised and Unsupervised Learning for Credit Card Fraud Detection
[version 2; peer review: 1 approved with reservations, 1 not approved]
Mohammad Shanaa, Sherief Abdallah
Peer Reviewers Gian Marco Paldino; Shamik Palit
LATEST VERSION PUBLISHED 11 Dec 2025
https://doi.org/10.12688/f1000research.173131.1
Software Tool Article metrics
A universal tool for visualisation of networks and trees in Python
[version 1; peer review: 1 approved]
Fabio Zanini
Peer Reviewers Adam L Tyson
PUBLISHED 09 Dec 2025
https://doi.org/10.12688/f1000research.169682.1
Systematic Review metrics
Artificial Intelligence in Project Management: Challenges, Strategies and Best Practices
[version 1; peer review: 1 approved with reservations]
Akinlo Mogbojuri, Obiyemi Obiseye, Arooj Wali, Mendon Dewa
Peer Reviewers Nurkhat Ibadildin
PUBLISHED 04 Dec 2025
https://doi.org/10.12688/f1000research.169843.2
Review metrics
Update
Next-Generation Interference Management: A Narrative Review of power Allocation and SIC Enhancement in 5G/6G NOMA
[version 2; peer review: 1 approved]
Fabian Chukwudi Ogenyi, Okechukwu Paul-Chima Ugwu, Val Hyginus Udoka Eze, Chinyere Nneoma Ugwu, Michael Ben Okon, Jovita Nnenna Ugwu, Kelechi John Ukagwu
Peer Reviewers Xinwei Yue
LATEST VERSION PUBLISHED 03 Dec 2025
https://doi.org/10.12688/f1000research.171008.1
Research Article metrics
Hybrid PSO-GA Metaheuristic Optimization for Comprehensive Student Performance Enhancement
[version 1; peer review: 2 not approved]
Pitchika P N G PhaniKumar, Junali Jasmine Jena, Sagiraju Srinadhraju, Sudhirvarma Sagiraju
Peer Reviewers Grigorios N Beligiannis; Tung Linh Nguyen
  • Funder
  • Kalinga Institute of Industrial Technology
PUBLISHED 01 Dec 2025
https://doi.org/10.12688/f1000research.156316.2
Research Article metrics
Revised
Predicting determinants of modern contraceptive use among reproductive-age women in Ethiopia using machine learning algorithms: Evidence from the Performance Monitoring and Accountability (PMA) Survey 2019 dataset
[version 2; peer review: 2 approved, 1 approved with reservations]
Jibril Bashir Adem, Anas Ali Alhur, Shimels Derso Kebede, Agmasie Damtew Walle, Daniel Niguse Mamo
Peer Reviewers Christiana Olanrewaju Sowunmi; Lotenna Olisaeloka; Nora Müller and Hao-Ting Chan
LATEST VERSION PUBLISHED 28 Nov 2025
https://doi.org/10.12688/f1000research.166307.3
Research Article metrics
Revised
Explainable Transfer Learning with Residual Attention BiLSTM for Prognosis of Ischemic Heart Disease.
[version 3; peer review: 2 approved, 1 approved with reservations]
Cenitta D, Arul N, Praveen Pai T, VIijaya Arjunan Ranganathan, Tanuja Shailesh, Andrew J
Peer Reviewers Neelam Joshi and Krishna Kumar Joshi; Ramesh Chandra Poonia; Karna Vishnu Vardhana Reddy
LATEST VERSION PUBLISHED 19 Nov 2025
https://doi.org/10.12688/f1000research.172013.1
Research Article metrics
Survey about Barriers and Solutions for Enhancing
Computational Reproducibility in Scientific Research
[version 1; peer review: 2 approved with reservations]
Yuri Andrei Gelsleichter, Rita Banzi, Florian Naudet, Constant Vinatier, István Kertész, Monika Varga
Peer Reviewers Sheeba Samuel; Frank Olaf Ostermann
  • Funder
  • European Union’s Horizon Europe Research and Innovation Programme
PUBLISHED 18 Nov 2025
https://doi.org/10.12688/f1000research.171170.1
Systematic Review metrics
A Review of Deep Learning Techniques for EEG-Based Emotion Recognition: Models, Methods, and Datasets
[version 1; peer review: 2 approved, 1 approved with reservations]
P. Sreehari, U. Raghavendra, Anjan Gudigar
Peer Reviewers Brajen Kumar Deka; Dr. Kevin Noronha; Amjad R. Khan
PUBLISHED 18 Nov 2025
https://doi.org/10.12688/f1000research.168305.1
Software Tool Article metrics AWAITING PEER REVIEW
ggEDA: Visualisations for exploratory data analysis using tiled one-dimensional graphics and parallel coordinate plots
[version 1; peer review: awaiting peer review]
Sam El-Kamand, Julian M.W. Quinn, Mark J. Cowley
Peer Reviewers Invited
  • Funders
  • Cancer Australia
  • Australian Medical Research Future Fund (MRFF Emerging Priorities and Consumer-Driven Research Initiative)
  • Luminesce Alliance – Innovation for Children’s Health
  • My Room Children’s Cancer Charity
PUBLISHED 13 Nov 2025
https://doi.org/10.12688/f1000research.168193.1
Research Article metrics
Predictive Model to Evaluate Achievement of the Sustainable Development Goals in Mexico Using an Artificial Neural Network
[version 1; peer review: 1 approved]
Omar Palacios-Hernández, Ricardo Lopez-Fernandez
Peer Reviewers Kusay A. Wheib
  • Funder
  • Consejo Nacional de Humanidades, Ciencias y Tecnologías
PUBLISHED 13 Nov 2025
https://doi.org/10.12688/f1000research.170252.2
Systematic Review metrics
Revised
Antecedents of data analytics adoption: A systematic literature review from 2018-2024
[version 2; peer review: 2 approved]
Alqa Husni, Wasanthi Madurapperuma, Ranpati Dewage Thilini Sumudu Kumari
Peer Reviewers Tarun Kumar Vashishth; Alexandra Theodoropoulou
LATEST VERSION PUBLISHED 11 Nov 2025
https://doi.org/10.12688/f1000research.167708.1
Systematic Review metrics
Enhancing Strategic Agility and Real Time Decision-Making in the Technology Sector: Exploring the Role of AI and e-HRM Systems
[version 1; peer review: 3 approved]
Tom Ongesa Nyamboga
Peer Reviewers Mo'men Hani Mahmoud; Nick Hadjinicolaou; Bhanumathi P
PUBLISHED 10 Nov 2025
https://doi.org/10.12688/f1000research.172212.1
Research Article metrics AWAITING PEER REVIEW
If We Build Them, They Will Run: Automated HPC Apps Deployment and Profiling with eBPF in Cloud
[version 1; peer review: awaiting peer review]
Vanessa Sochat, Daniel Milroy
Peer Reviewers Invited
PUBLISHED 10 Nov 2025
https://doi.org/10.12688/f1000research.168512.1
Research Article metrics
From Automation-Induced Job Loss to a Supervisory Economy?
[version 1; peer review: 1 approved with reservations, 1 not approved]
Peter Malliaros, W Alejandro Pacheco-Jaramillo
Peer Reviewers Derrick Mirindi; Lukasz Swiatek
PUBLISHED 05 Nov 2025
https://doi.org/10.12688/f1000research.169794.1
Research Article metrics
Algorithmic targeting in the Iranian–Israeli confrontation: Technical realities, legal thresholds, and the boundaries of human control
[version 1; peer review: 1 approved with reservations]
Lamia faris
Peer Reviewers Elshan Hashimov
PUBLISHED 03 Nov 2025
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