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Information on didactic, research and institutional assignments on this page are certified by the University; more information, prepared by the lecturer, are available on the personal web page and in the curriculum vitae indicated on this webpage.
Information
LecturerCaiani Enrico Gianluca
QualificationAssociate professor full time
Belonging DepartmentDipartimento di Elettronica, Informazione e Bioingegneria
Scientific-Disciplinary SectorIBIO-01/A - Bioengineering
Curriculum VitaeDownload CV (775.91Kb - 17/01/2022)
OrcIDhttps://orcid.org/0000-0002-1770-6486

Contacts
Office hours
DepartmentFloorOfficeDayTimetableTelephoneFaxNotes
DEIB - Bioingegneria, Ed.21, 3° Piano------FridayFrom 10:00
To 11:30
02.2399.3390---prenotarsi via mail o telefono
E-mailenrico.caiani@polimi.it
Personal website---

Data source: RE.PUBLIC@POLIMI - Research Publications at Politecnico di Milano

List of publications and reserach products for the year 2026
No product yet registered in the year 2026


List of publications and reserach products for the year 2025 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Poster
Comparative Waveform Analysis of Nose and Finger PPG Signals for Non-Invasive Blood Pressure Estimation (Show >>)
Conference proceedings
A New Geospatial Index for Territorial Risk Stratification of Out-of-Hospital Cardiac Arrest During Heat Days (Show >>)
A Survey-Based Evaluation of Interactive Virtual Reality Scenarios to Assess Emotions (Show >>)
Can short-term exposure to air pollution trigger acute health effects in a region with low pollutant concentrations? (Show >>)
Machine Learning-Based Demand Prediction for Emergency Medical Services (Show >>)
Journal Articles
A High-Granularity, Machine Learning Informed Spatial Predictive Model for Epidemic Monitoring: The Case of COVID-19 in Lombardy Region, Italy (Show >>)
A novel data-driven approach for Personas validation in healthcare using self-supervised machine learning (Show >>)
An innovative web-based approach to generate respiratory biofeedback using virtual reality headset and embedded inertial sensors during an imposed breathing protocol: a proof-of-concept study (Show >>)
CORE-MD clinical risk score for regulatory evaluation of artificial intelligence-based medical device software (Show >>)
Classification grid and evidence matrix for evaluating digital medical devices under the European union landscape (Show >>)
Estimating Heart Rate from Inertial Sensors Embedded in Smart Eyewear: A Validation Study (Show >>)
Estimating shear modulus of isotropic materials from scanning laser Doppler vibrometry via convolutional neural networks (Show >>)
Evidence of effective cardiovascular countermeasures during spaceflights: insights from wearable monitoring (Show >>)
Frequency of safety signals from scientific reports, manufactures, registers, and other sources for a random selection of hip and knee prostheses (Show >>)
Heart rate variability adaptation due to head-down tilt bed rest: insights from pooled data of six campaigns (Show >>)
Long-duration human spaceflight induces atrophy in the left ventricular papillary muscles (Show >>)
SCG systolic detection in the wild: A static–dynamic cross-dataset analysis (Show >>)
Short‐Term Effect of Air Pollution on Out of Hospital Cardiac Arrest (OHCA) in Lombardy—A Case‐Crossover Spatiotemporal Study (Show >>)
State of the Art of Artificial Intelligence in Clinical Electrophysiology in 2025. A Scientific Statement of the European Heart Rhythm Association (EHRA) of the ESC, the Heart Rhythm Society (HRS), and the ESC Working Group in e-Cardiology (Show >>)
State‐of‐Art in Studying the Public Health Effects of Heat: A Literature Review (Show >>)


List of publications and reserach products for the year 2024 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Conference proceedings
A Data-Driven Method to Perform Personas Validation Using Clustering Consensus Metrics (Show >>)
An Improved Framework to Develop Personas Applied to Willingness of Vaccination against COVID-19 in the General Population (Show >>)
Comparison of ECG-Free Algorithms for Heart Rate Computation From Head-BCG Signals Obtained With Smart Eyewear (Show >>)
Deep Learning for identifying systolic complexes in SCG traces: a cross-dataset analysis (Show >>)
Feasibility of 24-Hour Monitoring and Circadian Analysis of the Cardiac Electro-Mechanical Activity Using Wearable Inertial Sensors (Show >>)
Monitoring Cardiac Electromechanical Activity Underwater Using Micro Electro Mechanical Systems (Show >>)
Predicting Orthostatic Tolerance Using Tilt TestAgnostic ECG Data (Show >>)
Spatial Clustering of Ambulance Dispatches for Cardiovascular Problems During Heat and Non-Heat Days: Preliminary Study for Milan, Italy (Show >>)
Journal Articles
Analysis of the Sustainable Development Goal 3 index for Italian municipalities (Show >>)
DEep LearnIng-based QuaNtification of epicardial adipose tissue predicts MACE in patients undergoing stress CMR (Show >>)
Deep learning approaches for the detection of scar presence from cine cardiac magnetic resonance adding derived parametric images (Show >>)
Exploring Spatial–Temporal Patterns of Air Pollution Concentration and Their Relationship with Land Use (Show >>)
Geospatial analysis of short-term exposure to air pollution and risk of cardiovascular diseases and mortality–A systematic review (Show >>)
Implementation of a GEOAI model to assess the impact of agricultural land on the spatial distribution of PM2.5 concentration (Show >>)
Leveraging natural language processing to aggregate field safety notices of medical devices across the EU (Show >>)
Neighborhood determinants of vulnerability to heat for cardiovascular health: a spatial analysis of Milan, Italy (Show >>)
Safety notices and registry outlier data measure different aspects of safety and performance of total knee implants: a comparative study of safety notices and register outliers (Show >>)
Standardized assessment of evidence supporting the adoption of mobile health solutions: A Clinical Consensus Statement of the ESC Regulatory Affairs Committee (Show >>)
State-of-art in modelling particulate matter (PM) concentration: a scoping review of aims and methods (Show >>)


List of publications and reserach products for the year 2023 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Conference proceedings
Development of a Framework Dealing with Partial Data Unavailability and Unstructuredness to Support Post-Market Surveillance (Show >>)
Heat Waves and Cardiovascular Events in Milan, Italy: A Geospatial Case-Crossover Approach Using Data from Emergency Medical Services (Show >>)
Land use influence on ambient PM2.5 and ammonia concentrations: Correlation analyses in the Lombardy region, Italy (Show >>)
Long-term analysis of cardiac electro-mechanical activity during the two analog lunar missions EMMPOL 10 and EMMPOL 11 (Show >>)
Journal Articles
A deep-learning approach for myocardial fibrosis detection in early contrast-enhanced cardiac CT images (Show >>)
A token-mixer architecture for CAD-RADS classification of coronary stenosis on multiplanar reconstruction CT images (Show >>)
Artificial intelligence in medical device software and high-risk medical devices - a review of definitions, expert recommendations and regulatory initiatives (Show >>)
Blood pressure variability: methodological aspects, clinical relevance and practical indications for management - a European Society of Hypertension position paper (Show >>)
Detection of patients with COVID-19 by the emergency medical services in Lombardy through an operator-based interview and machine learning models (Show >>)
Device Orientation Independent Human Activity Recognition Model for Patient Monitoring Based on Triaxial Acceleration (Show >>)
Heatwave Definition and Impact on Cardiovascular Health: A Systematic Review (Show >>)
New perspectives for hypertension management: progress in methodological and technological developments (Show >>)
The digital journey: 25 years of digital development in electrophysiology from an Europace perspective (Show >>)
Theoretical framework to develop an urban health index using built environment variables: the case of Ferrara, Italy (Show >>)
Validation of CORE-MD PMS Support Tool: A Novel Strategy for Aggregating Information from Notices of Failures to Support Medical Devices’ Post-Market Surveillance (Show >>)


List of publications and reserach products for the year 2022 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Conference proceedings
A Novel Data Science Approach to Personas' Creation to Study Willingness to Receive Vaccination in the General Population (Show >>)
Microgravity-induced alterations of cardiac mechanical activity assessed through the analysis of seismocardiographic signal morphology (Show >>)
Journal Articles
Assessment of the relationship between regional wall motion abnormality score revealed by parametric imaging and the extent of LGE with CMR (Show >>)
Automated classification of hand gestures using a wristband and machine learning for possible application in pill intake monitoring (Show >>)
COVID-19 and mental disorders in Healthcare Personnel: A Novel Framework to Develop Personas from an Online Survey (Show >>)
Cardiovascular deconditioning and impact of artificial gravity during 60-day head-down bed rest-Insights from 4D flow cardiac MRI (Show >>)
Cardiovascular magnetic resonance images with susceptibility artifacts: artificial intelligence with spatial-attention for ventricular volumes and mass assessment (Show >>)
Decision Support Systems in HF based on Deep Learning Technologies (Show >>)
Digital Health Services through Patient Empowerment: Classification, Current State and Preliminary Impact Assessment by Health Pod Systems (Show >>)
ESC Working Group on e-Cardiology Position Paper: accuracy and reliability of electrocardiogram monitoring in the detection of atrial fibrillation in cryptogenic stroke patients (Show >>)
Editorial: Digital Solutions in Cardiology (Show >>)
Generating High-Granularity COVID-19 Territorial Early Alerts Using Emergency Medical Services and Machine Learning (Show >>)
Improved clinical investigation and evaluation of high-risk medical devices: the rationale and objectives of CORE-MD (Coordinating Research and Evidence for Medical Devices) (Show >>)
Six Drivers to Face the XXI Century Challenges and Build the New Healthcare System: "La Salute in Movimento" Manifesto (Show >>)
Smartwatch-Based Blood Pressure Measurement Demonstrates Insufficient Accuracy (Show >>)
manifesti v. 3.13.0 / 3.13.0
Area Servizi ICT
13/01/2026