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 in 
https://doi.org/10.12688/f1000research.167794.2
Research Article metrics
Revised
An Enhanced Jaya Algorithm with Mutation and Diversity-Preserving Strategies for Hyperspectral Band Selection
[version 2; peer review: 2 approved]
Suchismita Behera, Partha Pratim Sarangi, Bhabani Shankar Prasad Mishra
Peer Reviewers Prabhat Kumar Sahu; Soubhagya Sankar Barpanda
  • Funder
  • Kalinga Institute of Industrial Technology
LATEST VERSION PUBLISHED 24 Jan 2026
https://doi.org/10.12688/f1000research.169129.2
Research Article metrics
Revised
Physics-Informed Neural Networks without Loss Balancing: A Direct Term Scaling Approach for Nonlinear 1D Problems
[version 2; peer review: 1 approved]
Theodosios Theodosiou, Christoforos Rekatsinas
Peer Reviewers Thossaporn Wijakmatee
LATEST VERSION PUBLISHED 24 Jan 2026
https://doi.org/10.12688/f1000research.172129.2
Research Article metrics AWAITING PEER REVIEW
Revised
A Statistical Framework for Predicting System Failure using Multifractal Measures
[version 2; peer review: awaiting peer review]
Sada Faydh Mohammed, Mushtaq K. Abdalrahem, Arkan Al-Majidi
Peer Reviewers Invited
LATEST VERSION PUBLISHED 13 Jan 2026
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: 3 approved with reservations]
Nieky van Veggel
Peer Reviewers Babu George; Angelo Leogrande; Devilito Prasetyo Tatipang
  • Funder
  • East Suffolk and North Essex NHS Foundation Trust
PUBLISHED 18 Dec 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.172049.1
Systematic Review metrics
Enterprise Architecture in Higher Education for Digital Transformation: An Integrative Review for Fragile Contexts with Application to Yemen
[version 1; peer review: 1 approved with reservations]
Ayman Almoqry, Nabeel ALSohybe
Peer Reviewers Nur Azaliah Abu Bakar
PUBLISHED 31 Oct 2025
https://doi.org/10.12688/f1000research.167991.1
Research Article metrics
Condition monitoring data of ball bearing based on wavelet analysis model with machine learning techniques
[version 1; peer review: 1 approved with reservations, 1 not approved]
Manisha Maurya, Chandrabhanu Malla, Isham Panigrahi, Dipti Dash
Peer Reviewers Firas M. Mustafa Alfaqi; Ahmed Abdeltawab
  • Funder
  • Kalinga Institute of Industrial Technology
PUBLISHED 06 Oct 2025
https://doi.org/10.12688/f1000research.169927.1
Review metrics AWAITING PEER REVIEW
Trustworthy agentic AI systems: a cross-layer review of architectures, threat models, and governance strategies for real-world deployment
[version 1; peer review: awaiting peer review]
IBRAHIM ADABARA, Bashir Olaniyi Sadiq, Aliyu Nuhu Shuaibu, Yale Ibrahim Danjuma, Venkateswarlu Maninti
Peer Reviewers Invited
  • Funder
  • None
PUBLISHED 11 Sep 2025
https://doi.org/10.12688/f1000research.162848.2
Research Article metrics
Revised
Hybrid optimization technique for matrix chain multiplication using Strassen’s algorithm
[version 2; peer review: 4 approved]
Srinivasarao Thota, Thulasi Bikku, Rakshitha T
Peer Reviewers Tekle Gemechu Dinka; Kranthi Kumar Singamaneni; Rajak Shaik; Bharati Ainapure
LATEST VERSION PUBLISHED 27 May 2025
https://doi.org/10.12688/f1000research.141212.2
Research Article metrics
Revised
Lecturers’ experiences of online learning communication in Indonesia during the COVID-19 pandemic: A phenomenological study
[version 2; peer review: 2 approved, 1 approved with reservations]
Anter Venus, Lukman Saleh Waluyo, Fitria Ayuningtyas, Kusumajanti Kusumajanti
Peer Reviewers Sherwyn P Morreale; Jude William Genilo; I Kadek Suartama
  • Funders
  • Badan Pengkajian dan Penerapan Teknologi (BPPT)
  • Lembaga Pengelola Dana Pendidikan (LPDP)
  • Universitas Pembangunan Nasional Veteran Jakarta
LATEST VERSION PUBLISHED 01 May 2025
https://doi.org/10.12688/f1000research.155847.1
Research Article metrics PEER REVIEW DISCONTINUED
Hybrid prediction models for assessing the Higher Education Institutions Performance in QS World Institution Rankings
[version 1; peer review: 1 not approved]
Chandana Sri Basireddy, Vishwanth Kumar Goud Cheruku, Prabadevi B, Sivakumar Rajagopal, Rahul Soangra
Peer Reviewers Delali Kwasi Dake
PUBLISHED 17 Dec 2024
https://doi.org/10.12688/f1000research.144100.2
Software Tool Article metrics
Revised
Using the R Package, nsink, to assess landscape N removal in coastal catchments
[version 2; peer review: 2 approved]
Dorothy Q Kellogg, Jeffrey W. Hollister, Chester L. Arnold, Arthur J. Gold, Emily H. Wilson, Cary B. Chadwick, David W. Dickson, Qian Lei-Parent, Kenneth J. Forshay
Peer Reviewers Jianning Ren; Lora Harris
  • Funder
  • U.S. Environmental Protection Agency
LATEST VERSION PUBLISHED 06 Nov 2024
https://doi.org/10.12688/f1000research.148237.1
Software Tool Article metrics
The fifth international hackathon for developing computational cloud-based tools and resources for pan-structural variation and genomics
[version 1; peer review: 2 approved with reservations]
Sontosh K Deb, Divya Kalra, Jędrzej Kubica, Erik Stricker, Van Q. Truong, Qiandong Zeng, Christopher J. Fiscus, Daniel Paiva Agustinho, Adam Alexander, Marlon Arciniega-Sanchez, Lorianne Bosseau, Christian Brueffer, Astrid Canal, Joyjit Daw, David Enoma, Alison Diaz-Cuevas, Colin Diesh, Janet M. Doolittle-Hall, Luis Fernandez-Luna, Tina Han, Wolfram Höps, Peiming Peter Huang, Tony Huang, Michal Bogumil Izydorczyk, Farhang Jaryani, Rupesh K. Kesharwani, Shaheerah Khan, Sina Majidian, Ayan Malakar, Tania Girão Mangolini, Sejal Modha, Mauricio Moldes, Rajarshi Mondal, Abdullah Al Nahid, Chi-Lam Poon, Sagayamary Sagayaradj, Philippe Sanio, Tania Sepulveda-Morales, Muhammad Shahzaib, Muhammad Sohail Raza, Trinh Tat, Ishaan Thota, Umran Yaman, Jason Yeung, Qiyi Yu, Xinchang Zheng, Medhat Mahmoud, Fritz J. Sedlazeck, Ben Busby
Peer Reviewers German Demidov; Istvan Albert
  • Funder
  • NIH
PUBLISHED 27 Jun 2024
https://doi.org/10.12688/f1000research.144624.2
Method Article metrics
Revised
Exploring and analyzing the role of hybrid spectrum sensing methods in 6G-based smart health care applications
[version 2; peer review: 2 approved]
Arun Kumar, Raminder Kaur, Nishant Gaur, Aziz Nanthaamornphong
Peer Reviewers Fahad Ahmad; H. ALSHARIF
LATEST VERSION PUBLISHED 23 May 2024
https://doi.org/10.12688/f1000research.138349.1
Software Tool Article metrics
MotionRender: A simple Python implementation of video motion visualization for 3D motion capture data
[version 1; peer review: 1 approved]
Derek Harter, Shulan Lu
Peer Reviewers Eshin Jolly
  • Funder
  • Army Research Laboratory
PUBLISHED 08 Jan 2024
https://doi.org/10.12688/f1000research.27158.3
Software Tool Article metrics
Revised
DeepCLEM: automated registration for correlative light and electron microscopy using deep learning
[version 3; peer review: 1 approved, 2 approved with reservations]
Rick Seifert, Sebastian M. Markert, Sebastian Britz, Veronika Perschin, Christoph Erbacher, Christian Stigloher, Philip Kollmannsberger
Peer Reviewers Martin L. Jones; Reinhard Rachel; Christopher Schmied
  • Funders
  • Studienstiftung des Deutschen Volkes
  • Deutsche Forschungsgemeinschaft
LATEST VERSION PUBLISHED 28 Dec 2023
https://doi.org/10.12688/f1000research.137262.1
Research Article metrics
Digital twin maturity levels: a theoretical framework for defining capabilities and goals in the life and environmental sciences
[version 1; peer review: 3 approved with reservations]
Brett Metcalfe, Hendriek C. Boshuizen, Jandirk Bulens, Jasper J. Koehorst
Peer Reviewers Koen Smit; Mezzour Ghita; Pratik Maheshwari
  • Funders
  • HORIZON EUROPE Research Infrastructures
  • Ministerie van Landbouw, Natuur en Voedselkwaliteit
  • Nederlandse Organisatie voor Wetenschappelijk Onderzoek
  • Wageningen University & Research Investment Programme
PUBLISHED 10 Aug 2023
https://doi.org/10.12688/f1000research.135767.1
Editorial metrics NOT PEER REVIEWED
1st ASCS: Expanding the ISCB Student Council Symposia to Asia
[version 1; peer review: not peer reviewed]
Aayush Grover, Arsalan Riaz, Syed Muktadir Al Sium, Fatma B. Dincaslan, Sanjana Fatema Chowdhury, Gabriel J Olguin-Orellana, R. Gonzalo Parra, Pradeep Eranti
PUBLISHED 20 Jun 2023
https://doi.org/10.12688/f1000research.109662.2
Data Note metrics
Revised
Data set of a representative online survey on search engines with a focus on search engine optimization (SEO): a cross-sectional study
[version 2; peer review: 2 approved]
Sebastian Schultheiß, Dirk Lewandowski
Peer Reviewers Melius Weideman; Lluís Codina
  • Funder
  • Deutsche Forschungsgemeinschaft
LATEST VERSION PUBLISHED 12 Sep 2022
https://doi.org/10.12688/f1000research.110875.2
Software Tool Article metrics
Revised
Adamant: a JSON schema-based metadata editor for research data management workflows
[version 2; peer review: 3 approved]
Ihda Chaerony Siffa, Jan Schäfer, Markus M. Becker
Peer Reviewers Felix Shaw; Frank Krüger; Martin Thomas Horsch
  • Funder
  • Bundesministerium für Bildung und Forschung
LATEST VERSION PUBLISHED 19 Jul 2022
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