The “Artificial Intelligence Statistician”: Utilizing Generative Artificial Intelligence to Select an Appropriate Model and Execute Network Meta-Analyses

This exploratory study demonstrates the feasibility of LLMs to automate key components of NMAs, determining the requisite NMA framework based only on input data. Further exploring these capabilities could clarify their role in streamlining NMA workflows.

Authors

Institutions

Publication Details

Journal
Value in Health
Published
2025-08-12
DOI
https://doi.org/10.1016/j.jval.2025.08.001
Citations
1
Primary Topic
Health Systems, Economic Evaluations, Quality of Life
Type
article
Field-Weighted Citation Impact
3.13

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The “Artificial Intelligence Statistician”: Utilizing Generative Artificial Intelligence to Select an Appropriate Model and Execute Network Meta-Analyses

Kasper Johannesen, Tim Reason, Cheryl Jones, Bill Malcolm et al.
1 citations
Value in Health
Health Systems, Economic Evaluations, Quality of Life
3.13
article

The “Artificial Intelligence Statistician”: Utilizing Generative Artificial Intelligence to Select an Appropriate Model and Execute Network Meta-Analyses

Kasper Johannesen, Tim Reason, Cheryl Jones, Bill Malcolm, Yunchou Wu, Emma Benbow
article en
1 citations

Abstract

This exploratory study demonstrates the feasibility of LLMs to automate key components of NMAs, determining the requisite NMA framework based only on input data. Further exploring these capabilities could clarify their role in streamlining NMA workflows.

Value in HealthVol. 28(11)
Home Office (GB), Cambridge Scientific (United States) (US), Pima County Health Department (US), Digital Scientific (United Kingdom) (GB), Bristol-Myers Squibb (United Kingdom) (GB), Bristol-Myers Squibb (Sweden) (SE), Bristol-Myers Squibb (Italy) (IT)
Bristol-Myers Squibb
Openalex Percentile: Top 7%
Health Systems, Economic Evaluations, Quality of Life
3.13
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The “Artificial Intelligence Statistician”: Utilizing Generative Artificial Intelligence to Select an Appropriate Model and Execute Network Meta-Analyses — Kasper Johannesen, Tim Reason, et al. · Value in Health (2025) | TGRS Research Map | TGRS