Random Forest Models | List of Frontiers open access articles

Original Research

Published on 24 Jul 2023

Identifying global research and conservation priorities for Columbidae: a quantitative approach using random forest models

in Conservation and Restoration Ecology

Christopher Cambrone
Aurélie Jean-Pierre
Etienne Bezault
Frank Cézilly

Frontiers in Ecology and Evolution

doi 10.3389/fevo.2023.1141072

5,229 views
5 citations

Original Research

Published on 14 Jul 2022

Monitoring Variables Influence on Random Forest Models to Forecast Injuries in Short-Track Speed Skating

in Injury Prevention and Rehabilitation

Jérémy Briand
Simon Deguire
Sylvain Gaudet
François Bieuzen

Frontiers in Sports and Active Living

doi 10.3389/fspor.2022.896828

5,698 views
14 citations

Original Research

Published on 15 Feb 2016

Rigorous Selection of Random Forest Models for Identifying Compounds that Activate Toxicity-Related Pathways

in Environmental Informatics and Remote Sensing

Yoshihiro Uesawa

Frontiers in Environmental Science

doi 10.3389/fenvs.2016.00009

5,198 views
16 citations

Original Research

Published on 28 Jul 2025

Prediction of bacteremia using routine hematological and metabolic parameters based on logistic regression and random forest models

in Clinical Infectious Diseases

Ting-Qiang Wang
Ying Zhuo
Chun-E Lv
Jing Shi
Ling-Hui Yao
Shi-Yan Zhang
Jinbao Shi

Frontiers in Cellular and Infection Microbiology

doi 10.3389/fcimb.2025.1605485

1,803 views

Original Research

Published on 13 Jun 2025

Risk prediction and clinical utility analysis of postoperative pancreatic fistula: a comparative study of multivariable logistic regression and random forest models

in Surgical Oncology

Kaixuan Zhang
Kunlun Chen

Frontiers in Surgery

doi 10.3389/fsurg.2025.1596224

1,944 views

Original Research

Published on 18 Dec 2024

Integrating groundwater pumping data with regression-enhanced random forest models to improve groundwater monitoring and management in a coastal region

in Water and Artificial Intelligence

Jamie Kim
Yueling Ma
Reed M. Maxwell

Frontiers in Water

doi 10.3389/frwa.2024.1509945

2,732 views
5 citations

Original Research

Published on 12 Jan 2023

Frost prediction using machine learning and deep neural network models

in AI in Food, Agriculture and Water

Carl J. Talsma
Kurt C. Solander
Maruti K. Mudunuru
Brandon Crawford
Michelle R. Powell

Frontiers in Artificial Intelligence

doi 10.3389/frai.2022.963781

9,607 views
25 citations

Original Research

Published on 10 Feb 2023

Modelling soil moisture using climate data and normalized difference vegetation index based on nine algorithms in alpine grasslands

in Soil Processes

Shaohua Wang
Gang Fu

Frontiers in Environmental Science

doi 10.3389/fenvs.2023.1130448

5,174 views
25 citations

Review

Published on 06 Jan 2025

Harnessing artificial intelligence in sepsis care: advances in early detection, personalized treatment, and real-time monitoring

in Infectious Diseases: Pathogenesis and Therapy

Fang Li
Shengguo Wang
Zhi Gao
Maofeng Qing
Shan Pan
Yingying Liu
Chengchen Hu

Frontiers in Medicine

doi 10.3389/fmed.2024.1510792

20,819 views
37 citations

Original Research

Published on 29 May 2025

Predicting vector distribution in Europe: at what sample size are species distribution models reliable?

in Veterinary Epidemiology and Economics

Lianne Mitchel
Guy Hendrickx
Ewan T. MacLeod
Cedric Marsboom

Frontiers in Veterinary Science

doi 10.3389/fvets.2025.1584864

2,293 views
1 citation

Original Research

Published on 18 Oct 2019

Whistle Classification of Sympatric False Killer Whale Populations in Hawaiian Waters Yields Low Accuracy Rates

in Marine Megafauna

Yvonne Barkley
Erin M. Oleson
Julie N. Oswald
Erik C. Franklin

Frontiers in Marine Science

doi 10.3389/fmars.2019.00645

5,936 views
11 citations

Original Research

Published on 03 Feb 2025

Environmental technology’s diminishing marginal returns: a study of green patents and emission reductions in China

in Environmental Policy and Governance

Xiaoyu Yin
Baofeng Xu
Jia Li
Jingyi Wu

Frontiers in Environmental Science

doi 10.3389/fenvs.2025.1524824

1,987 views
2 citations

Original Research

Published on 30 May 2023

Classification of group A rotavirus VP7 and VP4 genotypes using random forest

in Computational Genomics

Hoc Tran
Robert Friendship
Zvonimir Poljak

Frontiers in Genetics

doi 10.3389/fgene.2023.1029185

5,828 views
6 citations

Original Research

Published on 29 Jul 2022

Multiplex protein profiling of bronchial aspirates reveals disease-, mortality- and respiratory sequelae-associated signatures in critically ill patients with ARDS secondary to SARS-CoV-2 infection

in Inflammation

Marta Molinero
Silvia Gómez
Iván D. Benítez
J. J. Vengoechea
Jessica González
Dinora Polanco
Clara Gort-Paniello
Anna Moncusí-Moix
María C. García-Hidalgo
Manel Perez-Pons

Frontiers in Immunology

doi 10.3389/fimmu.2022.942443

6,672 views
16 citations

Original Research

Published on 07 Aug 2024

Using sea lion-borne video to map diverse benthic habitats in southern Australia

in Ocean Observation

Nathan Angelakis
Gretchen L. Grammer
Sean D. Connell
Frédéric Bailleul
Leonardo M. Durante
Roger Kirkwood
Dirk Holman
Simon D. Goldsworthy

Frontiers in Marine Science

doi 10.3389/fmars.2024.1425554

18,622 views
5 citations

Original Research

Published on 12 Jun 2025

Leveraging Random Forests explainability for predictive modeling of children's conduct problems: insights from individual and family factors

in Children and Health

Estrella Romero
Jaime González-González
María Álvarez-Voces
Enrique Costa-Montenegro
Beatriz Díaz-Vázquez
Andrea Busto-Castiñeira
Paula Villar
Laura López-Romero

Frontiers in Public Health

doi 10.3389/fpubh.2025.1526413

2,165 views

Articles

Identifying global research and conservation priorities for Columbidae: a quantitative approach using random forest models

Monitoring Variables Influence on Random Forest Models to Forecast Injuries in Short-Track Speed Skating

Rigorous Selection of Random Forest Models for Identifying Compounds that Activate Toxicity-Related Pathways

Prediction of bacteremia using routine hematological and metabolic parameters based on logistic regression and random forest models

Risk prediction and clinical utility analysis of postoperative pancreatic fistula: a comparative study of multivariable logistic regression and random forest models

Integrating groundwater pumping data with regression-enhanced random forest models to improve groundwater monitoring and management in a coastal region

Frost prediction using machine learning and deep neural network models

Modelling soil moisture using climate data and normalized difference vegetation index based on nine algorithms in alpine grasslands

Harnessing artificial intelligence in sepsis care: advances in early detection, personalized treatment, and real-time monitoring

Predicting vector distribution in Europe: at what sample size are species distribution models reliable?

Whistle Classification of Sympatric False Killer Whale Populations in Hawaiian Waters Yields Low Accuracy Rates

Environmental technology’s diminishing marginal returns: a study of green patents and emission reductions in China

Classification of group A rotavirus VP7 and VP4 genotypes using random forest

Multiplex protein profiling of bronchial aspirates reveals disease-, mortality- and respiratory sequelae-associated signatures in critically ill patients with ARDS secondary to SARS-CoV-2 infection

Using sea lion-borne video to map diverse benthic habitats in southern Australia

Leveraging Random Forests explainability for predictive modeling of children's conduct problems: insights from individual and family factors