Frontiers in Research Metrics and Analytics | Emerging Technologies and Transformative Paradigms in Research

Systematic Review

Published on 10 Nov 2025

Can AI assess literature like experts? An entropy-based comparison of ChatGPT-4o, DeepSeek R1, and human ratings

in Emerging Technologies and Transformative Paradigms in Research

Yichen Zhou
Haixu Hu

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2025.1684137

2,804 views

Methods

Published on 01 Oct 2025

The Dimensions API: a domain specific language for scientometrics research

in Emerging Technologies and Transformative Paradigms in Research

Adam Kövári
Michele Pasin
Alexander Meduna

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2025.1514938

2,345 views
1 citation

Technology and Code

Published on 23 Sep 2025

Topic analysis on publications and patents toward fully automated translational science benefits model impact extraction

in Emerging Technologies and Transformative Paradigms in Research

Tejaswini Manjunath
Eline Appelmans
Sinem Balta
Dominick DiMercurio
Claudia Avalos
Karen Stark

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2025.1596687

1,889 views

Opinion

Published on 24 Jul 2025

Open science falling behind in the era of artificial intelligence

in Emerging Technologies and Transformative Paradigms in Research

Guanxiong Pei
Huajian Huang

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2025.1595824

4,597 views

Original Research

Published on 05 Mar 2025

Predicting implicit concept embeddings for singular relationship discovery replication of closed literature-based discovery

in Emerging Technologies and Transformative Paradigms in Research

Clint Cuffy
Bridget T. McInnes

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2025.1509502

1,826 views
1 citation

Editorial

Published on 22 Mar 2024

Editorial: Text mining-based mental health research

in Emerging Technologies and Transformative Paradigms in Research

Tehmina Amjad
Tatsawan Timakum
Qing Xie
Min Song

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2024.1388691

4,097 views
1 citation

Original Research

Published on 14 Mar 2024

Operational tolerance research in liver transplantation: a bibliometric analysis using a new web resource

in Emerging Technologies and Transformative Paradigms in Research

Ángel Esteban-Gil
Juan José Martínez-García
Daniel Vidal-Correoso
Ana M. Muñoz-Morales
Pablo Ramírez
José Antonio Pons
Alberto Baroja-Mazo

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2024.1368534

5,902 views

Methods

Published on 19 Dec 2023

A metric learning-based method for biomedical entity linking

in Emerging Technologies and Transformative Paradigms in Research

Ngoc D. Le
Nhung T. H. Nguyen

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2023.1247094

10,885 views
1 citation

Original Research

Published on 27 Nov 2023

Depression, anxiety, and burnout in academia: topic modeling of PubMed abstracts

in Emerging Technologies and Transformative Paradigms in Research

Olga Lezhnina

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2023.1271385

14,700 views
13 citations

Original Research

Published on 03 Nov 2023

Identifying mental health discussion topic in social media community: subreddit of bipolar disorder analysis

in Emerging Technologies and Transformative Paradigms in Research

Tatsawan Timakum
Qing Xie
Soobin Lee

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2023.1243407

8,119 views
6 citations

Original Research

Published on 29 Sep 2023

The road from manual to automatic semantic indexing of biomedical literature: a 10 years journey

in Emerging Technologies and Transformative Paradigms in Research

Anastasia Krithara
James G. Mork
Anastasios Nentidis
Georgios Paliouras

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2023.1250930

8,412 views
11 citations

Methods

Published on 03 Aug 2023

Analysis of the evolution of COVID-19 disease understanding through temporal knowledge graphs

in Emerging Technologies and Transformative Paradigms in Research

Alessandro Negro
Fabio Montagna
Michael N. Teng
Tempestt Neal
Sylvia Thomas
Sayde King
Ridita Khan

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2023.1204801

5,099 views
3 citations

Original Research

Published on 16 May 2023

Active learning-based systematic reviewing using switching classification models: the case of the onset, maintenance, and relapse of depressive disorders

in Emerging Technologies and Transformative Paradigms in Research

Jelle Jasper Teijema
Laura Hofstee
Marlies Brouwer
Jonathan de Bruin
Gerbrich Ferdinands
Jan de Boer
Pablo Vizan
Sofie van den Brand
Claudi Bockting
Rens van de Schoot

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2023.1178181

9,899 views
26 citations

Original Research

Published on 17 Apr 2023

Multi-task learning to detect suicide ideation and mental disorders among social media users

in Emerging Technologies and Transformative Paradigms in Research

Prasadith Buddhitha
Diana Inkpen

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2023.1152535

11,657 views
17 citations

Systematic Review

Published on 24 Mar 2023

The long COVID research literature

in Emerging Technologies and Transformative Paradigms in Research

Alan L. Porter
Mark Markley
Nils Newman

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2023.1149091

16,035 views
4 citations

Editorial

Published on 19 Jan 2023

Editorial: Emerging areas in literature-based discovery

in Emerging Technologies and Transformative Paradigms in Research

Yakub Sebastian
Neil R. Smalheiser

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2023.1122547

10,961 views
3 citations

Original Research

Published on 11 Jan 2023

DGTR: Dynamic graph transformer for rumor detection

in Emerging Technologies and Transformative Paradigms in Research

Siqi Wei
Bin Wu
Aoxue Xiang
Yangfu Zhu
Chenguang Song

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2022.1055348

10,671 views
7 citations

Original Research

Published on 24 Oct 2022

Temporal disambiguation of relative temporal expressions in clinical texts

in Emerging Technologies and Transformative Paradigms in Research

Amy L. Olex
Bridget T. McInnes

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2022.1001266

3,382 views
1 citation

Brief Research Report

Published on 12 Oct 2022

A Simple, interpretable method to identify surprising topic shifts in scientific fields

in Emerging Technologies and Transformative Paradigms in Research

Lu Cheng
Jacob G. Foster
Harlin Lee

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2022.1001754

3,991 views
1 citation

Original Research

Published on 27 Jul 2022

NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing

in Emerging Technologies and Transformative Paradigms in Research

Joseph Mariani
Gil Francopoulo
Patrick Paroubek
Frédéric Vernier

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2022.863126

5,840 views
3 citations

Editorial

Published on 15 Jun 2022

Editorial: Mining Scientific Papers, Volume II: Knowledge Discovery and Data Exploitation

in Emerging Technologies and Transformative Paradigms in Research

Iana Atanassova
Marc Bertin
Philipp Mayr

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2022.911070

6,360 views

Review

Published on 11 Feb 2022

Research Progress and Model Construction for Online Health Information Seeking Behavior

in Emerging Technologies and Transformative Paradigms in Research

Zhi-Wei Liu

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2021.706164

9,754 views
12 citations

Original Research

Published on 22 Dec 2021

From Tokenization to Self-Supervision: Building a High-Performance Information Extraction System for Chemical Reactions in Patents

in Emerging Technologies and Transformative Paradigms in Research

Jingqi Wang
Yuankai Ren
Zhi Zhang
Hua Xu
Yaoyun Zhang

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2021.691105

6,563 views
3 citations

Original Research

Published on 19 Nov 2021

Ensemble of Deep Masked Language Models for Effective Named Entity Recognition in Health and Life Science Corpora

in Emerging Technologies and Transformative Paradigms in Research

Nona Naderi
Julien Knafou
Jenny Copara
Patrick Ruch
Douglas Teodoro

Frontiers in Research Metrics and Analytics

doi 10.3389/frma.2021.689803

11,078 views
15 citations

53 articles

articles

Can AI assess literature like experts? An entropy-based comparison of ChatGPT-4o, DeepSeek R1, and human ratings

The Dimensions API: a domain specific language for scientometrics research

Topic analysis on publications and patents toward fully automated translational science benefits model impact extraction

Open science falling behind in the era of artificial intelligence

Predicting implicit concept embeddings for singular relationship discovery replication of closed literature-based discovery

Editorial: Text mining-based mental health research

Operational tolerance research in liver transplantation: a bibliometric analysis using a new web resource

A metric learning-based method for biomedical entity linking

Depression, anxiety, and burnout in academia: topic modeling of PubMed abstracts

Identifying mental health discussion topic in social media community: subreddit of bipolar disorder analysis

The road from manual to automatic semantic indexing of biomedical literature: a 10 years journey

Analysis of the evolution of COVID-19 disease understanding through temporal knowledge graphs

Active learning-based systematic reviewing using switching classification models: the case of the onset, maintenance, and relapse of depressive disorders

Multi-task learning to detect suicide ideation and mental disorders among social media users

The long COVID research literature

Editorial: Emerging areas in literature-based discovery

DGTR: Dynamic graph transformer for rumor detection

Temporal disambiguation of relative temporal expressions in clinical texts

A Simple, interpretable method to identify surprising topic shifts in scientific fields

NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing

Editorial: Mining Scientific Papers, Volume II: Knowledge Discovery and Data Exploitation

Research Progress and Model Construction for Online Health Information Seeking Behavior

From Tokenization to Self-Supervision: Building a High-Performance Information Extraction System for Chemical Reactions in Patents

Ensemble of Deep Masked Language Models for Effective Named Entity Recognition in Health and Life Science Corpora