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https://doi.org/10.12688/f1000research.164015.1
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Quantitative AI yields algorithmic RNA biomarkers from a rheumatoid arthritis clinical trial, accurately predicting individual patient responses to anti-TNF treatment, providing a novel approach to companion diagnostic discovery.   
[version 1; peer review: 2 approved with reservations]
Kevin Horgan, Michael F McDermott, Douglas Harrington, Vahan Simonyan, Patrick Lilley
Peer Reviewers Daniel H. Solomon and Kathryne Marks; Jean Roudier
PUBLISHED 07 Jul 2025
https://doi.org/10.12688/f1000research.166513.1
Review metrics
An Introduction to Generative Artificial Intelligence for Academics
[version 1; peer review: 2 approved with reservations]
Nate Breznau, Hung H.V. Nguyen
Peer Reviewers William J Marin-Rodriguez; Kezia Mkwizu
  • Funder
  • Deutsche Forschungsgemeinschaft
PUBLISHED 04 Jul 2025
https://doi.org/10.12688/f1000research.160650.2
Research Article metrics
Revised
APF-YOLOV8: Enhancing Multiscale Detection and Intra-Class Variance Handling for UAV-Based Insulator Power Line Inspections
[version 2; peer review: 2 approved]
Rita Aitelhaj, Badr-Eddine Benelmostafa, Hicham Medromi
Peer Reviewers Jeya prakash Kadambarajan; Md Sabid Hasan and Md Mostafizur Rahman Komol
LATEST VERSION PUBLISHED 23 Jun 2025
https://doi.org/10.12688/f1000research.154432.2
Research Article metrics
Revised
Deep learning neural network development for the classification of bacteriocin sequences produced by lactic acid bacteria
[version 2; peer review: 4 approved]
Lady L. González, Isaac Arias-Serrano, Fernando Villalba-Meneses, Paulo Navas-Boada, Jonathan Cruz-Varela
Peer Reviewers John J. Georrge; Alaa Kareem Niamah; Ismail Erol; Cristóbal Joel González-Pérez
LATEST VERSION PUBLISHED 20 Jun 2025
https://doi.org/10.12688/f1000research.164796.1
Research Article metrics AWAITING PEER REVIEW
The Limits of AI in Understanding Emotions: Challenges in Bridging Human Experience and Machine Perception
[version 1; peer review: awaiting peer review]
Alain Finet, Kevin Kristoforidis, Julie Laznicka
Peer Reviewers Invited
  • Funder
  • Fédération Wallonie-Bruxelles
PUBLISHED 13 Jun 2025
https://doi.org/10.12688/f1000research.154675.2
Software Tool Article metrics
Revised
SCUBA implements a storage format-agnostic API for single-cell data access in R
[version 2; peer review: 3 approved, 1 approved with reservations]
William M. Showers, Jairav Desai, Krysta L. Engel, Clayton Smith, Craig T. Jordan, Austin E. Gillen
Peer Reviewers Huamei Li; Kristian Ullrich; Damian Panas and Marcin Tabaka; Benedikt Obermayer
  • Funders
  • National Institutes of Health
  • U.S. Department of Veterans Affairs
LATEST VERSION PUBLISHED 02 Jun 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.161477.2
Systematic Review metrics
Revised
Synergistic review of automation impact of big data, AI, and ML in current data transformative era
[version 2; peer review: 2 approved, 1 approved with reservations]
Swastik Rath, Manjusha Pandey, Siddharth Swarup Rautaray
Peer Reviewers Geeta Sandeep Nadella; Narayanage Jayantha Dewasiri; Edwin Ramirez Asis
  • Funder
  • Kalinga Institute of Industrial Technology
LATEST VERSION PUBLISHED 22 May 2025
https://doi.org/10.12688/f1000research.152466.2
Research Article metrics
Revised
Adjusting for covariates representing potential confounders, mediators, or competing predictors in the presence of measurement error: Dispelling a potential misapprehension and insights for optimal study design with nutritional epidemiology examples
[version 2; peer review: 2 approved, 1 approved with reservations]
Roger S. Zoh, Diana M. Thomas, Carmen D. Tekwe, Xiaoxin Yu, Colby J. Vorland, Nikhil V. Dhurandhar, David M. Klurfeld, David B. Allison
Peer Reviewers Nicola Bondonno; Tolulope Sajobi; Didier Brassard
  • Funder
  • National Institute of Diabetes and Digestive and Kidney Diseases
LATEST VERSION PUBLISHED 19 May 2025
https://doi.org/10.12688/f1000research.161252.2
Software Tool Article metrics
Revised
An integrated data pipeline for semantic data representation of the flame spray pyrolysis process
[version 2; peer review: 1 approved, 2 approved with reservations]
Manuel Vollbrecht, Keno Krieger, Jannis Grundmann, Henk Birkholz, Norbert Riefler, Lutz Mädler
Peer Reviewers Leon Gorissen; June W Lau; Nick Garabedian
  • Funders
  • Deutsche Forschungsgemeinschaft
  • German Federal Ministry of Education and Research (BMBF)
LATEST VERSION PUBLISHED 09 May 2025
https://doi.org/10.12688/f1000research.160297.2
Research Article metrics
Revised
Mapping the landscape: A bibliometric analysis of AI and teacher collaboration in educational research
[version 2; peer review: 2 approved]
Arvind Nain, N.S Bohra, Archana Singh, Rekha Verma, Rakesh Kumar, Rajesh Kumar
Peer Reviewers Amar Johri; Musa Adekunle Ayanwale
  • Funder
  • None
LATEST VERSION PUBLISHED 01 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.163354.1
Research Article metrics
Exploring the challenges of AI-driven business intelligence systems in the Malaysian insurance industry
[version 1; peer review: 2 approved]
Sharmila Ramachandaran, Zubaidi Mahalley, Riska Nuraini, Bablu Kumar Dhar
Peer Reviewers Urvesh chaudhery; vasantha shanmugam
PUBLISHED 22 Apr 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.158747.2
Research Article metrics
Revised
New Approaches of Generalised Fuzzy Soft sets on fuzzy Codes and Its Properties on Decision-Makings
[version 2; peer review: 1 approved, 3 approved with reservations]
Masresha Wassie Woldie, Jejaw Demamu Mebrat, Mihret Alamneh Taye
Peer Reviewers Tahir Mahmood; Faruk Karaaslan; Rana Muhammad Zulqarnain; Ajoy Kanti Das
  • Funder
  • No funding body
LATEST VERSION PUBLISHED 09 Apr 2025
https://doi.org/10.12688/f1000research.163144.1
Research Article metrics
Quantized Convolutional Neural Networks Robustness under Perturbation
[version 1; peer review: 2 approved]
Jack Langille, Issam Hammad, Guy Kember
Peer Reviewers Joseph Chukwunweike; Venkata Mohit Tamanampudi
  • Funder
  • The Natural Sciences and Engineering Research Council of Canada (NSERC)
PUBLISHED 09 Apr 2025
https://doi.org/10.12688/f1000research.51117.3
Systematic Review metrics
Update
Data extraction methods for systematic review (semi)automation: Update of a living systematic review
[version 3; peer review: 3 approved]
Lena Schmidt, Ailbhe N. Finnerty Mutlu, Rebecca Elmore, Babatunde K. Olorisade, James Thomas, Julian P. T. Higgins
Peer Reviewers Emma McFarlane; Kathryn A. Kaiser; Carmen Amezcua-Prieto
  • Funder
  • National Institute for Health Research
LATEST VERSION PUBLISHED 08 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.162415.1
Research Article metrics
Assessing artificial intelligence knowledge among Al-Zahraa university students: A cross-sectional study
[version 1; peer review: 1 approved with reservations, 1 not approved]
Hassan Hadi Al kazzaz, Ahmad Hassan Kazzaz, Sarah Kazzaz, Ali Al Mousawi
Peer Reviewers Quyet Thi Nguyen; Pathiyil Ravi Shankar
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
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