Pekka Siirtola - Publications, H-index & Citations

Pekka Siirtola

University of Oulu

21H指数

87论文数

1.5K被引数

收录论文 13

发表时间

Beyond Glycemic Control: Precision Medicine in Type 2 Diabetes Using Multi-Output Explainable Artificial Intelligence for Personalized SGLT2 and DPP-4 Therapy Selection 超越血糖控制：利用多输出可解释人工智能实现2型糖尿病的精准医学，用于个性化SGLT2和DPP-4疗法选择

IF5

2026-05-22

OAAI

Anusha Ihalapathirana; Piia Lavikainen; Pekka Siirtola; Satu Tamminen; Gunjan Chandra; Tiina Laatikainen; Janne Martikainen; Juha Röning

Applicability of academic real-world data research in the case studies of the HTx project to practical health technology assessment work 学术真实世界数据研究在HTx项目案例研究中对实际卫生技术评估工作的适用性

Frontiers in Pharmacology

IF4.8

2026-03-13

OAAI

CB Carl Björvang; JP Johan Pontén; AV Anders Viberg; AM Andrea Manca; GS Georgia Salanti; PS Pekka Siirtola; GG Gema García-Sáez; SK Saskia Knies; DD Diana Delnoij; DD Dalia Dawoud †; JE Jamie Elvidge; LL Lifang Liu; BN Bertalan Németh; ZK Zoltán Kaló

Machine-Learning-Based Fatigue Trend Analysis on IMU Wearable Sensor Data from Construction Site Workers 基于机器学习的建筑工人IMU可穿戴传感器数据疲劳趋势分析

Sensors 2025, Vol. 25, Page 7455

IF3.5

2025-12-09

OAAI

Janne S. Keränen; Jamil Ahmad; Sergio Leggieri; Satu-Marja Mäkelä; Darwin G. Caldwell; Christian Di Natali; Atte Kinnula; Pekka Siirtola

Explainable Prediction of Long-Term Glycated Hemoglobin Response Change in Finnish Patients with Type 2 Diabetes Following Drug Initiation Using Evidence-Based Machine Learning Approaches

clinical epidemiology

IF3.2

2025-01-01

OAAI

Chandra, Gunjan; Lavikainen, Piia; Siirtola, Pekka; Tamminen, Satu; Ihalapathirana, Anusha; Laatikainen, Tiina; Martikainen, Janne; Roening, Juha

Leveraging machine learning for predicting acute graft-versus-host disease grades in allogeneic hematopoietic cell transplantation for T-cell prolymphocytic leukaemia

BMC MEDICAL RESEARCH METHODOLOGY

IF3.4

2024-05-11

OAAI

Chandra, Gunjan; Wang, Junfeng; Siirtola, Pekka; Roning, Juha

Data-Driven Identification of Long-Term Glycemia Clusters and Their Individualized Predictors in Finnish Patients with Type 2 Diabetes

clinical epidemiology

IF3.2

2023-01-01

OAAI

Lavikainen, Piia; Chandra, Gunjan; Siirtola, Pekka; Tamminen, Satu; Ihalapathirana, Anusha T.; Roning, Juha; Laatikainen, Tiina; Martikainen, Janne

Barriers to Use Artificial Intelligence Methodologies in Health Technology Assessment in Central and East European Countries

FRONTIERS IN PUBLIC HEALTH

IF3.4

2022-07-14

OAAI

Tachkov, Konstantin; Zemplenyi, Antal; Kamusheva, Maria; Dimitrova, Maria; Siirtola, Pekka; Ponten, Johan; Nemeth, Bertalan; Kalo, Zoltan; Petrova, Guenka

Comparison of Regression and Classification Models for User-Independent and Personal Stress Detection

SENSORS

IF3.5

2020-08-07

OAAI

Siirtola, Pekka; Roning, Juha

Incremental Learning to Personalize Human Activity Recognition Models: The Importance of Human AI Collaboration

SENSORS

IF3.5

2019-11-25

OAAI

Siirtola, Pekka; Roning, Juha

Using Sleep Time Data from Wearable Sensors for Early Detection of Migraine Attacks

SENSORS

IF3.5

2018-04-28

OAAI

Siirtola, Pekka; Koskimaki, Heli; Monttinen, Henna; Roning, Juha

Revisiting Recognizing Human Activities User-Independently on Smartphones Based on Accelerometer Data - What Has Happened Since 2012?

INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE

IF2.4

2018-01-01

OAAI

Siirtola, Pekka; Roning, Juha

Feasibility of Gamified Mobile Service Aimed at Physical Activation in Young Men: Population-Based Randomized Controlled Study (MOPO)

JMIR MHEALTH AND UHEALTH

IF6.2

2017-10-10

OAAI

Leinonen, Anna-Maiju; Pyky, Riitta; Ahola, Riikka; Kangas, Maarit; Siirtola, Pekka; Luoto, Tim; Enwald, Heidi; Ikaheimo, Tiina M.; Roning, Juha; Keinanen-Kiukaanniemi, Sirkka; Mantysaari, Matti; Korpelainen, Raija; Jamsa, Timo

Improving the classification accuracy of streaming data using SAX similarity features

PATTERN RECOGNITION LETTERS

IF3.3

2011-10-01

PREAI

Siirtola, Pekka; Koskimaki, Heli; Huikari, Ville; Laurinen, Perttu; Roning, Juha

研究方向