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https://doi.org/10.12688/f1000research.161073.6
Research Article
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Revised
Development of a machine learning predictive model for early detection of breast cancer
[version 6; peer review: 1 approved, 2 approved with reservations, 2 not approved]
Rinsy Rahman,
Dola Saha,
Winniecia Dkhar,
Sathyendranath Malli,
Neil Barnes Abraham
Peer Reviewers
Abicumaran Uthamacumaran;
Rolando Gonzales Martinez;
Chandrakanta Mahanty;
Musatafa Abbas Abbood Albadr;
Manna Debnath
LATEST VERSION PUBLISHED 23 Jun 2026
https://doi.org/10.12688/f1000research.181969.1
Systematic Review
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AWAITING PEER REVIEW
Ni Made Adinda Putri Puspitarani,
I Gusti Ayu Agung Istri Risna Prajna Devi,
Modesta Windyarti Natalia Toa Ngey,
Kevin Putri Novera Tanaem,
Radita Sonixtus Arauna,
Wiwin Hendriani
Peer Reviewers
Invited
- Funder
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Indonesia Endowment Fund for Education (LPDP), Ministry of Finance, Republic of Indonesia
PUBLISHED 18 Jun 2026
https://doi.org/10.12688/f1000research.180464.1
Software Tool Article
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AWAITING PEER REVIEW
Guillaume Fahrni,
Jean-François Deux,
Jean-Paul Vallée,
David C. Rotzinger
Peer Reviewers
Invited
PUBLISHED 04 Jun 2026
https://doi.org/10.12688/f1000research.171119.1
Review
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AWAITING PEER REVIEW
Rupanjan Roy,
Karthik Sivaraman,
Aditi Chopra
Peer Reviewers
Invited
PUBLISHED 26 May 2026
https://doi.org/10.12688/f1000research.182051.1
Research Article
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AWAITING PEER REVIEW
Sri Susanty,
Yeu-Hui Chuang,
Hsiao-Yean Chiu,
Faizul Hasan
Peer Reviewers
Invited
- Funder
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Second Century Fund (C2F), Chulalongkorn University, Bangkok, Thailand. Funding recipient: Sri Susanty.
PUBLISHED 26 May 2026
https://doi.org/10.12688/f1000research.178855.1
Brief Report
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Understanding the Inner Workings of Large Language Models in Medicine
[version 1; peer review: 1 approved with reservations, 1 not approved]
Georg Fuellen,
Hans Jarchow,
Johann-Christian Põder
Peer Reviewers
Yavuz Selim Kıyak;
Craig S Webster
PUBLISHED 05 May 2026
https://doi.org/10.12688/f1000research.158477.2
Systematic Review
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Dereje Ferede
Peer Reviewers
Ferry Fadzlul Rahman;
Ameen A. Noor;
Shehu Mohammed
LATEST VERSION PUBLISHED 24 Apr 2026
https://doi.org/10.12688/f1000research.138616.3
Systematic Review
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Joel Figueroa-Quiñones,
Juan Ipanaque-Neyra,
Heber Gómez Hurtado,
Oscar Bazo-Alvarez,
Juan Carlos Bazo-Alvarez
Peer Reviewers
Abraham M. Joshua and Ashish John Prabhakar;
Dhahbi Wissem;
Faisal Dharma Adhinata
LATEST VERSION PUBLISHED 24 Apr 2026
https://doi.org/10.12688/f1000research.177717.1
Software Tool Article
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AWAITING PEER REVIEW
Piero Llanos-Sánchez,
Arianna Espinoza-Franco,
Fabián Portuguéz-Villa,
Gustavo Fernández-Gutiérrez,
Alex Pacheco
Peer Reviewers
Invited
- Funder
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This work was funded by the Directorate of Innovation and Technology Transfer of the Vice Presidency for Research at the Universidad Nacional de Cañete (UNDC) as part of the “First Research Competition for the Development of Innovations and Intellectual Property” [contract number 014-2024].
PUBLISHED 19 Apr 2026
https://doi.org/10.12688/f1000research.178438.1
Systematic Review
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AWAITING PEER REVIEW
Asrul Ismail,
Rani Sauriasari,
Arry Yanuar,
Dodi Sudiana,
Fonny Cokro
Peer Reviewers
Invited
- Funder
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This review was supported by The Indonesia Endowment Fund for Education (LPDP)
PUBLISHED 16 Apr 2026
https://doi.org/10.12688/f1000research.179432.1
Systematic Review
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AWAITING PEER REVIEW
Faisal Binsar,
Mohammad Hamsal,
Mohammad Ichsan,
Sri Bramantoro Abdinagoro,
Diena Dwidienawati
Peer Reviewers
Invited
PUBLISHED 15 Apr 2026
https://doi.org/10.12688/f1000research.166682.3
Research Article
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Nurul Athirah Nasarudin,
Fatma Al-Jasmi,
Nor Hidayati Abdul Aziz,
Nor Azlina Ab Aziz,
Wasif Khan,
Yusuf Hendrawan,
Dimas Firmanda Al Riza,
Ayisha Manzoor,
Bassam R. Ali,
Mohd Saberi Mohamad
Peer Reviewers
Weng Howe Chan;
Suhaila Zainudin;
Toni Arifin
- Funders
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ASPIRE—the technology programme management pillar of Abu Dhabi’s Advanced Technology Research Council (ATRC)
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United Arab Emirates University
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Multimedia University
LATEST VERSION PUBLISHED 10 Apr 2026
https://doi.org/10.12688/f1000research.178297.2
Data Note
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Thomas Saliba,
Guillaume Fahrni
Peer Reviewers
Craig S Webster;
Shawn Lyo
LATEST VERSION PUBLISHED 10 Apr 2026
https://doi.org/10.12688/f1000research.168964.2
Software Tool Article
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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
LATEST VERSION PUBLISHED 19 Mar 2026
https://doi.org/10.12688/f1000research.169102.2
Research Article
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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
Sebastian Sitaru;
Tomasz Krzywicki
- Funder
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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.
LATEST VERSION PUBLISHED 09 Feb 2026
https://doi.org/10.12688/f1000research.172054.1
Software Tool Article
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AWAITING PEER REVIEW
Gustavo Fernández-Gutiérrez,
Andry Diego-Calagua,
Alexander Leandro-Mendoza,
Alex Pacheco
Peer Reviewers
Invited
- Funder
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This work was funded by the Directorate of Innovation and Technology Transfer of the Vice Presidency for Research at the Universidad Nacional de Cañete (UNDC) as part of the “Research Competition for the Development of Innovations and Intellectual Property”
PUBLISHED 31 Dec 2025
https://doi.org/10.12688/f1000research.173421.1
Method Article
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AWAITING PEER REVIEW
Imran Zafar,
Munawar Farooq,
S. Ayhan Caliskan,
Mohi Eldin Magzoub
Peer Reviewers
Invited
PUBLISHED 24 Dec 2025
https://doi.org/10.12688/f1000research.173611.1
Review
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Sami Shaban,
Mohi Eldin Magzoub
Peer Reviewers
Omer Eladil Abdalla Hamid Mohammed
PUBLISHED 05 Dec 2025
https://doi.org/10.12688/f1000research.171529.1
Policy Brief
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AWAITING PEER REVIEW
Arash Ziapour
Peer Reviewers
Invited
- Funder
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This study did not receive any funding from funding agencies.
PUBLISHED 10 Nov 2025
https://doi.org/10.12688/f1000research.169545.1
Software Tool Article
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AWAITING PEER REVIEW
Hannah Glatzel,
Solange Bramer,
Katie Malone,
Ranu Baral,
Muhammad Hamza Shah,
Sakshi Roy,
Arjun Ahluwalia,
Kirshun Suvendiran,
Joanne Lac,
Girishkumar Sivakumar,
YuZhi Phuah,
Lily Snell,
Karish Thavabalan,
Carmen Lucia Garcia Pérez,
Reubeen Ahmad,
Niraj S Kumar,
Mahmood Ahmad
Peer Reviewers
Invited
PUBLISHED 03 Nov 2025