Pekka Siirtola

Oulu, 90014, Finland

Last Updated: 09/26/2026

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Found 13 publications

Machine-Learning-Based Fatigue Trend Analysis on IMU Wearable Sensor Data from Construction Site Workers.

Machine-Learning-Based Fatigue Trend Analysis on IMU Wearable Sensor Data from Construction Site Workers.

Journal: Sensors (Basel, Switzerland)

Published: September 29, 2025

Applicability of academic real-world data research in the case studies of the HTx project to practical health technology assessment work.

Applicability of academic real-world data research in the case studies of the HTx project to practical health technology assessment work.

Journal: Frontiers in pharmacology

Published: June 20, 2025

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.

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.

Journal: Clinical epidemiology

Published: November 12, 2024

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

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

Journal: BMC medical research methodology

Published: January 14, 2024

Consolidated Health Economic Evaluation Reporting Standards for Interventions That Use Artificial Intelligence (CHEERS-AI).

Consolidated Health Economic Evaluation Reporting Standards for Interventions That Use Artificial Intelligence (CHEERS-AI).

Journal: Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research

Published: January 02, 2024

Predicting Emotion with Biosignals: A Comparison of Classification and Regression Models for Estimating Valence and Arousal Level Using Wearable Sensors.

Predicting Emotion with Biosignals: A Comparison of Classification and Regression Models for Estimating Valence and Arousal Level Using Wearable Sensors.

Journal: Sensors (Basel, Switzerland)

Published: December 13, 2022

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

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

Journal: Clinical epidemiology

Published: July 01, 2022

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

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

Journal: Frontiers in public health

Published: April 15, 2022

ClinFlow - An Interactive Application for Clinical Data Mining.

ClinFlow - An Interactive Application for Clinical Data Mining.

Journal: Studies in health technology and informatics

Published: May 27, 2021

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

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

Journal: Sensors (Basel, Switzerland)

Published: July 02, 2020

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

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

Journal: Sensors (Basel, Switzerland)

Published: September 20, 2019

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

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

Journal: Sensors (Basel, Switzerland)

Published: April 05, 2018

Showing 1-12 of 13

Last Updated: 09/26/2026