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https://doi.org/10.12688/f1000research.170933.1
Research Article metrics AWAITING PEER REVIEW
How to Achieve Near-Perfect Gender Inference Accuracy in Medicine Using ChatGPT
[version 1; peer review: awaiting peer review]
Paul Sebo
Peer Reviewers Invited
PUBLISHED 03 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.171494.1
Systematic Review metrics
Artificial Intelligence Adoption as a Driver of Innovation and Competitiveness in SMEs: A Bibliometric and Systematic Review
[version 1; peer review: 2 approved]
Yohannes Yesuf, Ziska Fields
Peer Reviewers Erstu kassa; Arjita Jain
  • Funder
  • N/A
PUBLISHED 31 Oct 2025
https://doi.org/10.12688/f1000research.169999.1
Study Protocol metrics
Combining implementation and data sciences to accelerate evidence integration into healthcare – ImpleMATE
[version 1; peer review: 2 approved with reservations]
Jeffery Chan, Janna Hastings, Gabriella Tiernan, Jeannie Paterson, Nigel Lovell, Luc Betbeder-Matibet, Patrick Kin Man Tung, Sarah Pink, Debora Lanzeni, Thomasina Donovan, Andrew Milat, Louisa Jorm, Carolyn Mazariego, Chi Zhang, Guillaume Fontaine, Stephanie Best, Georgina Kennedy, Susan Michie, Frank Lin, The ImpleMATE Network, Natalie Taylor
Peer Reviewers Yogeesh N; Tuan D. Pham
  • Funders
  • UNSW Research Infrastructure Scheme
  • UNSW-UTS Trustworthy Digital Society
  • MRFF Rapid Applied Research Translation grant
PUBLISHED 30 Oct 2025
https://doi.org/10.12688/f1000research.170420.1
Review metrics
Advancing FAIR Biodiversity Data: Bioschemas Implementation in NFDI4Biodiversity
[version 1; peer review: 2 approved with reservations, 1 not approved]
Lars Möller, Marcus Ernst, David Fichtmüller, Claas-Thido Pfaff, Stefan Seifert, Naouel Karam, Cornelia Fürstenau, Uwe Schindler, Julius Witte, Christian Ebeling, Lorenz Reimer
Peer Reviewers Mathias Dillen; Sharif Islam; Franck Michel
  • Funder
  • German Research Foundation
PUBLISHED 27 Oct 2025
https://doi.org/10.12688/f1000research.167961.1
Software Tool Article metrics
RRORPair: An Interactive R/Shiny Dashboard for Comprehensive Risk Ratio and Odds Ratio Meta-Analysis
[version 1; peer review: 2 not approved]
Laiba Khan, Maham khan, Nijat Rzayev, Manpreet Kour, Andrew Woo, Parichatra Homhuan, Poe Hnin Phyu, Mahmood Ahmad, Touqeer Rana, Joanne Lac
Peer Reviewers Naomi Bradbury; Angel Garza Reyna
PUBLISHED 27 Oct 2025
https://doi.org/10.12688/f1000research.168996.2
Data Note metrics
Revised
Synthetic dataset to study the performance of perovskite solar cell simulations
[version 2; peer review: 1 approved, 1 approved with reservations]
Yeraldin Velez-Galvis, Esteban Gonzalez-Valencia, Alexander Sepulveda-Sepulveda, Nelson Gomez-Cardona
Peer Reviewers Ejaz Hussain; Tarekuzzaman Md
  • Funder
  • This work was funded by MinCiencias-Colombia, with resources administered by ICETEX-Colombia (project code 2022- 0724)
LATEST VERSION PUBLISHED 22 Oct 2025
https://doi.org/10.12688/f1000research.171774.1
Study Protocol metrics
Tracking the Evolving Role of Artificial Intelligence in Implementation Science: Protocol for a Living Scoping Review of Applications, Evaluation Approaches and Outcomes
[version 1; peer review: 1 approved]
Guillaume Fontaine, Olivia Di Lalla, Susan Michie, Byron J. Powell, Vivian Welch, James Thomas, Jeffery Chan, Samira Abbasgholizadeh-Rahimi, France Légaré, Janna Hastings, Sylvie D. Lambert, Justin Presseau, Sharon E. Straus, Ian D. Graham, Ruopeng An, Daniel N. Elakpa, Meagan Mooney, Alenda Dwiadila Matra Putra, Rachael Laritz, Natalie Taylor
Peer Reviewers Julia Brasileiro
PUBLISHED 17 Oct 2025
https://doi.org/10.12688/f1000research.168964.1
Software Tool Article metrics
MOODMIND: Artificial Intelligence for Major Depressive Disorder Screening in Tuberculosis Patients
[version 1; peer review: 2 approved with reservations, 1 not approved]
Erlina Wijayanti, Ammar Abror, Ummi Azizah Rachmawati, Citra Fitri Agustina, Helwiah Umniyati, Diana Batara Munti, Exir Najib Rahmat, Athoillah Ahkam Diansyah
Peer Reviewers Masab Mansoor; Caroline W. Espinola; Hayder Al-Hindy
  • Funder
  • YARSI University
PUBLISHED 13 Oct 2025
https://doi.org/10.12688/f1000research.168673.1
Systematic Review metrics
Evaluating artificial intelligence for accurate detection of hand and wrist fractures: a systematic review and meta-analysis
[version 1; peer review: 1 approved with reservations]
Hamed Alosaimi, Abdullah Musaaed Alsalamah, Nawwaf N. Alharbi, Hashim Albar, Mohammed Khalid I. Alghamdi, Sultan Abdulaziz Alnuman, Anas M. Alrashed, Omar H Bin Salleeh, Khalid Abdullah Alharbi, Malik Raja Alanazi, Weaam Hamoud Alqabasani, Shahad Abdullah Nolelli, Mohammed Saeed Alharbi
Peer Reviewers Jen-Shiun Chiang
PUBLISHED 10 Oct 2025
https://doi.org/10.12688/f1000research.170127.1
Research Article metrics
A Generic Requirement Engineering Framework for Social Commerce Platforms: Front-end and Back-end Features
[version 1; peer review: 1 approved]
Iman Al Jassasi, Youcef Baghdadi, Abdullah Al Hamdani
Peer Reviewers Hanny Juwitasary
  • Funder
  • Sultan Qaboos University
PUBLISHED 09 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.145845.4
Research Article metrics
Revised
Sentiment analysis of internet posts on vaccination using ChatGPT and comparison with actual vaccination rates in South Korea
[version 4; peer review: 2 approved, 1 approved with reservations]
Sunyoung Park
Peer Reviewers Cihan Cilgin; Ummu Fatihah Mohd Bahrin; Young Anna Argyris
LATEST VERSION PUBLISHED 24 Sep 2025
https://doi.org/10.12688/f1000research.167988.1
Research Article metrics AWAITING PEER REVIEW
You are the Driver and AI is the Mate: Exploring Human-Led Creative and Critical Thinking in AI-Augmented Learning Environments
[version 1; peer review: awaiting peer review]
Inuusah Mahama, Patience Amadu
Peer Reviewers Invited
PUBLISHED 24 Sep 2025
https://doi.org/10.12688/f1000research.29032.3
Method Article metrics
Revised
Sustainable data analysis with Snakemake
[version 3; peer review: 2 approved]
Felix Mölder, Kim Philipp Jablonski, Brice Letcher, Michael B. Hall, Peter C. van Dyken, Christopher H. Tomkins-Tinch, Vanessa Sochat, Jan Forster, Filipe G. Vieira, Christian Meesters, Soohyun Lee, Sven O. Twardziok, Alexander Kanitz, Jake VanCampen, Venkat Malladi, Andreas Wilm, Manuel Holtgrewe, Sven Rahmann, Sven Nahnsen, Johannes Köster
Peer Reviewers Michael Reich; Caroline C. Friedel
  • Funders
  • Netherlands Organisation for Scientific Research (NWO)
  • Deutsche Stiftung für Herzforschung
  • Google LLC
  • United States National Science Foundation Graduate Research Fellowship Program (NSF-GRFP)
LATEST VERSION PUBLISHED 23 Sep 2025
https://doi.org/10.12688/f1000research.168245.1
Software Tool Article metrics AWAITING PEER REVIEW
Computational Modeling and Visualization of Ischemic Effects on an Advanced Purkinje Network
[version 1; peer review: awaiting peer review]
Laiba Khan, Maham khan, Nijat Rzayev, Mahmood Ahmad, Joanne Lac
Peer Reviewers Invited
PUBLISHED 18 Sep 2025
https://doi.org/10.12688/f1000research.169681.1
Research Article metrics
AI-Driven Healthcare Entrepreneurship: Transforming Clinical Practice Through Innovation, Access, and Affordability
[version 1; peer review: 1 approved with reservations]
Sixbert SANGWA, Placide Mutabazi
Peer Reviewers Muhammet Saygın
PUBLISHED 15 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.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.169977.1
Editorial metrics NOT PEER REVIEWED
BOSC 2025, the 26th Bioinformatics Open Source Conference
[version 1; peer review: not peer reviewed]
Nomi L. Harris, Karsten Hokamp, Jessica Maia, Hervé Ménager, Monia C Munoz-Torres, Tazro Ohta, Deepak Unni, Jason Williams
  • Funder
  • NA
PUBLISHED 09 Sep 2025
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