A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews: Methodology and Application

Carolyn Cole; Sari Vainikainen; Leena Eerolainen; Suvisanna Correia; Tiina Koljonen; Arash Hajikhani; Maija Faehnle

A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews: Methodology and Application

Carolyn Cole^*
, Sari Vainikainen
, Leena Eerolainen
, Suvisanna Correia
, Tiina Koljonen
, Arash Hajikhani
, Maija Faehnle

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Chapter or book article › Scientific › peer-review

Original language	English
Title of host publication	How to Use LLMs in Your Research
Subtitle of host publication	A Practical Guide for Science of Science, as well as STI Policy, Innovation Management and Economics
Editors	Catherine Beaudry, Benedetto Lepori, Filippo Chiarello, Vito Giordano, Davide Pulizzotto, Pietro Cruciata
Publisher	Edward Elgar Publishing Ltd
Publication status	Accepted/In press - 2025
MoE publication type	A3 Part of a book or another research book

Cite this

Cole, C., Vainikainen, S., Eerolainen, L., Correia, S., Koljonen, T., Hajikhani, A., & Faehnle, M. (Accepted/In press). A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews: Methodology and Application. In C. Beaudry, B. Lepori, F. Chiarello, V. Giordano, D. Pulizzotto, & P. Cruciata (Eds.), How to Use LLMs in Your Research: A Practical Guide for Science of Science, as well as STI Policy, Innovation Management and Economics Edward Elgar Publishing Ltd.

Cole, Carolyn ; Vainikainen, Sari ; Eerolainen, Leena et al. / A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews : Methodology and Application. How to Use LLMs in Your Research: A Practical Guide for Science of Science, as well as STI Policy, Innovation Management and Economics. editor / Catherine Beaudry ; Benedetto Lepori ; Filippo Chiarello ; Vito Giordano ; Davide Pulizzotto ; Pietro Cruciata. Edward Elgar Publishing Ltd, 2025.

@inbook{042badea4821442c861b0fd6f61f090a,

title = "A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews: Methodology and Application",

author = "Carolyn Cole and Sari Vainikainen and Leena Eerolainen and Suvisanna Correia and Tiina Koljonen and Arash Hajikhani and Maija Faehnle",

year = "2025",

language = "English",

editor = "Catherine Beaudry and Benedetto Lepori and Filippo Chiarello and Vito Giordano and Davide Pulizzotto and Pietro Cruciata",

booktitle = "How to Use LLMs in Your Research",

publisher = "Edward Elgar Publishing Ltd",

address = "United Kingdom",

}

Cole, C , Vainikainen, S , Eerolainen, L , Correia, S , Koljonen, T , Hajikhani, A & Faehnle, M 2025, A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews: Methodology and Application. in C Beaudry, B Lepori, F Chiarello, V Giordano, D Pulizzotto & P Cruciata (eds), How to Use LLMs in Your Research: A Practical Guide for Science of Science, as well as STI Policy, Innovation Management and Economics. Edward Elgar Publishing Ltd.

A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews: Methodology and Application. / Cole, Carolyn ; Vainikainen, Sari ; Eerolainen, Leena et al.
How to Use LLMs in Your Research: A Practical Guide for Science of Science, as well as STI Policy, Innovation Management and Economics. ed. / Catherine Beaudry; Benedetto Lepori; Filippo Chiarello; Vito Giordano; Davide Pulizzotto; Pietro Cruciata. Edward Elgar Publishing Ltd, 2025.

Research output: Chapter in Book/Report/Conference proceeding › Chapter or book article › Scientific › peer-review

TY - CHAP

T1 - A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews

T2 - Methodology and Application

AU - Cole, Carolyn

AU - Vainikainen, Sari

AU - Eerolainen, Leena

AU - Correia, Suvisanna

AU - Koljonen, Tiina

AU - Hajikhani, Arash

AU - Faehnle, Maija

PY - 2025

Y1 - 2025

UR - https://www.4point0.ca/en/call-for-book-chapters-how-to-use-llms-in-your-research/

M3 - Chapter or book article

BT - How to Use LLMs in Your Research

A2 - Beaudry, Catherine

A2 - Lepori, Benedetto

A2 - Chiarello, Filippo

A2 - Giordano, Vito

A2 - Pulizzotto, Davide

A2 - Cruciata, Pietro

PB - Edward Elgar Publishing Ltd

ER -

Cole C , Vainikainen S , Eerolainen L , Correia S , Koljonen T , Hajikhani A et al. A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews: Methodology and Application. In Beaudry C, Lepori B, Chiarello F, Giordano V, Pulizzotto D, Cruciata P, editors, How to Use LLMs in Your Research: A Practical Guide for Science of Science, as well as STI Policy, Innovation Management and Economics. Edward Elgar Publishing Ltd. 2025

A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews: Methodology and Application

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A Validated Framework for Large Language Model-Augmented Systematic Literature Reviews: Methodology and Application

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REPower-CEST: Clean Energy System Transition (REPower-CEST)

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