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Open Access
Peer-reviewed
Research Article
MetaMind: A multi-agent transformer-driven framework for automated network meta-analyses
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Achilleas Livieratos ,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Validation, Visualization, Writing – original draft, Writing – review & editing
* E-mail: achilleas.livieratos@gmail.com
Affiliation Independent Researcher, Athens, Greece
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Maria Kudela,
Roles Conceptualization, Data curation, Formal analysis, Methodology, Validation, Writing – original draft, Writing – review & editing
Affiliation Pfizer Inc., Collegeville, Pennsylvania, United States of America
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Yuxi Zhao,
Roles Data curation, Formal analysis, Methodology, Writing – original draft, Writing – review & editing
Affiliation Pfizer Inc., Collegeville, Pennsylvania, United States of America
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All-shine Chen,
Roles Conceptualization, Formal analysis, Writing – original draft, Writing – review & editing
Affiliation Pfizer Inc., Collegeville, Pennsylvania, United States of America
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Xin Luo,
Roles Formal analysis, Visualization, Writing – original draft, Writing – review & editing
Affiliation Independent Researcher, Athens, Greece
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Junjing Lin,
Roles Conceptualization, Formal analysis, Writing – original draft, Writing – review & editing
Affiliation Takeda Pharmaceuticals U.S.A., Inc., Cambridge, Massachusetts, United States of America
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Di Zhang,
Roles Formal analysis, Writing – review & editing
Affiliation Teva Pharmaceuticals USA, Inc., West Chester, Pennsylvania, United States of America
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Sai Dharmarajan,
Roles Conceptualization, Methodology, Writing – original draft, Writing – review & editing
Affiliation Sarepta Therapeutics, Inc., Cambridge, Massachusetts, United States of America
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Sotirios Tsiodras,
Roles Methodology, Supervision, Validation, Writing – review & editing
Affiliation 4th Department of Internal Medicine, Attikon University Hospital, Athens, Greece
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Vivek Rudrapatna,
Roles Conceptualization, Supervision, Validation, Writing – original draft, Writing – review & editing
Affiliation Division of Gastroenterology and Hepatology, Department of Medicine, University of California, San Francisco, California, United States of America
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Margaret Gamalo
Roles Conceptualization, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing
Affiliation Pfizer Inc., Collegeville, Pennsylvania, United States of America
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MetaMind: A multi-agent transformer-driven framework for automated network meta-analyses
- Achilleas Livieratos,
- Maria Kudela,
- Yuxi Zhao,
- All-shine Chen,
- Xin Luo,
- Junjing Lin,
- Di Zhang,
- Sai Dharmarajan,
- Sotirios Tsiodras,
- Vivek Rudrapatna
- Published: February 13, 2026
- https://doi.org/10.1371/journal.pone.0342895