Federico Cabitza
Orcid: 0000-0002-4065-3415Affiliations:
- University of Milano-Bicocca, Italy
According to our database1,
Federico Cabitza
authored at least 179 papers
between 2005 and 2025.
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Book In proceedings Article PhD thesis Dataset OtherLinks
Online presence:
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on zbmath.org
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on id.loc.gov
On csauthors.net:
Bibliography
2025
Sharing reliable information worldwide: healthcare strategies based on artificial intelligence need external validation. Position paper.
BMC Medical Informatics Decis. Mak., December, 2025
The use of machine learning for the prediction of response to follow-up in spine registries.
Int. J. Medical Informatics, 2025
2024
Second opinion machine learning for fast-track pathway assignment in hip and knee replacement surgery: the use of patient-reported outcome measures.
BMC Medical Informatics Decis. Mak., December, 2024
Comput. Support. Cooperative Work., December, 2024
Ensemble Predictors: Possibilistic Combination of Conformal Predictors for Multivariate Time Series Classification.
IEEE Trans. Pattern Anal. Mach. Intell., November, 2024
Artif. Intell. Rev., September, 2024
Evidence-based XAI: An empirical approach to design more effective and explainable decision support systems.
Comput. Biol. Medicine, March, 2024
Evaluation of uncertainty quantification methods in multi-label classification: A case study with automatic diagnosis of electrocardiogram.
Inf. Fusion, January, 2024
Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions.
Inf. Fusion, 2024
Never tell me the odds: Investigating pro-hoc explanations in medical decision making.
Artif. Intell. Medicine, 2024
Explanations Considered Harmful: The Impact of Misleading Explanations on Accuracy in Hybrid Human-AI Decision Making.
Proceedings of the Explainable Artificial Intelligence, 2024
Dissimilar Similarities: Comparing Human and Statistical Similarity Evaluation in Medical AI.
Proceedings of the Modeling Decisions for Artificial Intelligence, 2024
Stimulating Cognitive Engagement in Hybrid Decision-Making: Friction, Reliance and Biases (Preface).
Proceedings of the Workshops at the Third International Conference on Hybrid Human-Artificial Intelligence co-located with (HHAI 2024), 2024
Proceedings of the Workshops at the Third International Conference on Hybrid Human-Artificial Intelligence co-located with (HHAI 2024), 2024
CLARITY AI: A Comprehensive Checklist Integrating Established Frameworks for Enhanced Research Quality in Medical AI Studies.
Proceedings of the 3rd AIxIA Workshop on Artificial Intelligence For Healthcare (HC@AIxIA 2024) co-located with the 23rd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2024), 2024
Answering the Call to Go Beyond Accuracy: An Online Tool for the Multidimensional Assessment of Decision Support Systems.
Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies, 2024
2023
The Effect of Holographic Heart Models and Mixed Reality for Anatomy Learning in Congenital Heart Disease: An Exploratory Study.
J. Medical Syst., December, 2023
Explainability meets uncertainty quantification: Insights from feature-based model fusion on multimodal time series.
Inf. Fusion, December, 2023
Everything is varied: The surprising impact of instantial variation on ML reliability.
Appl. Soft Comput., October, 2023
Painting the Black Box White: Experimental Findings from Applying XAI to an ECG Reading Setting.
Mach. Learn. Knowl. Extr., March, 2023
Quod erat demonstrandum? - Towards a typology of the concept of explanation for the design of explainable AI.
Expert Syst. Appl., 2023
Rams, hounds and white boxes: Investigating human-AI collaboration protocols in medical diagnosis.
Artif. Intell. Medicine, 2023
Proceedings of the Explainable Artificial Intelligence, 2023
The Impact of Gender and Personality in Human-AI Teaming: The Case of Collaborative Question Answering.
Proceedings of the Human-Computer Interaction - INTERACT 2023 - 19th IFIP TC13 International Conference, York, UK, August 28, 2023
Towards a Rigorous Calibration Assessment Framework: Advancements in Metrics, Methods, and Use.
Proceedings of the ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland, 2023
Proceedings of the 15th Biannual Conference of the Italian SIGCHI Chapter, 2023
AI Shall Have No Dominion: on How to Measure Technology Dominance in AI-supported Human decision-making.
Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, 2023
Proceedings of the Machine Learning and Knowledge Extraction, 2023
Proceedings of the Machine Learning and Knowledge Extraction, 2023
Let Me Think! Investigating the Effect of Explanations Feeding Doubts About the AI Advice.
Proceedings of the Machine Learning and Knowledge Extraction, 2023
A Question of Trust: Old and New Metrics for the Reliable Assessment of Trustworthy AI.
Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies, 2023
Biomarkers for mixed dementia: a hard bone to bite? Preliminary analyses and promising results for a debated topic.
Proceedings of the 4th Italian Workshop on Artificial Intelligence for an Ageing Society co-located with 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2023), 2023
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023
2022
Big Data Soc., July, 2022
Comparing Handcrafted Features and Deep Neural Representations for Domain Generalization in Human Activity Recognition.
Sensors, 2022
Painting the black box white: experimental findings from applying XAI to an ECG reading setting.
CoRR, 2022
Everything is Varied: The Surprising Impact of Individual Variation on ML Robustness in Medicine.
CoRR, 2022
Decisions are not all equal - Introducing a utility metric based on case-wise raters' perceptions.
Comput. Methods Programs Biomed., 2022
Proceedings of the Challenges of Trustable AI and Added-Value on Health, 2022
Proceedings of the Modeling Decisions for Artificial Intelligence, 2022
Comparative Assessment of Two Data Visualizations to Communicate Medical Test Results Online.
Proceedings of the 17th International Joint Conference on Computer Vision, 2022
Proceedings of the HHAI 2022: Augmenting Human Intellect, 2022
Color Shadows (Part I): Exploratory Usability Evaluation of Activation Maps in Radiological Machine Learning.
Proceedings of the Machine Learning and Knowledge Extraction, 2022
Global Interpretable Calibration Index, a New Metric to Estimate Machine Learning Models' Calibration.
Proceedings of the Machine Learning and Knowledge Extraction, 2022
Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies, 2022
Wirewalking over Two Medical AI Chasms: Results and Open Problems in Making "Valid AI" Also Useful in Medical Practice.
Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies, 2022
2021
J. Medical Syst., 2021
Ground truthing from multi-rater labeling with three-way decision and possibility theory.
Inf. Sci., 2021
Three-way decision and conformal prediction: Isomorphisms, differences and theoretical properties of cautious learning approaches.
Inf. Sci., 2021
The need to move away from agential-AI: Empirical investigations, useful concepts and open issues.
Int. J. Hum. Comput. Stud., 2021
The need to separate the wheat from the chaff in medical informatics: Introducing a comprehensive checklist for the (self)-assessment of medical AI studies.
Int. J. Medical Informatics, 2021
External validation of Machine Learning models for COVID-19 detection based on Complete Blood Count.
Health Inf. Sci. Syst., 2021
Studying human-AI collaboration protocols: the case of the Kasparov's law in radiological double reading.
Health Inf. Sci. Syst., 2021
The importance of being external. methodological insights for the external validation of machine learning models in medicine.
Comput. Methods Programs Biomed., 2021
Interpretable heartbeat classification using local model-agnostic explanations on ECGs.
Comput. Biol. Medicine, 2021
Proceedings of the ICMHI 2021: 5th International Conference on Medical and Health Informatics, 2021
Proceedings of the Machine Learning and Knowledge Extraction, 2021
Prediction of ICU admission for COVID-19 patients: a Machine Learning approach based on Complete Blood Count data.
Proceedings of the 34th IEEE International Symposium on Computer-Based Medical Systems, 2021
2020
Ordinal labels in machine learning: a user-centered approach to improve data validity in medical settings.
BMC Medical Informatics Decis. Mak., 2020
As if sand were stone. New concepts and metrics to probe the ground on which to build trustable AI.
BMC Medical Informatics Decis. Mak., 2020
Detection of COVID-19 Infection from Routine Blood Exams with Machine Learning: A Feasibility Study.
J. Medical Syst., 2020
Making Open Data more Personal Through a Social Value Perspective: a Methodological Approach.
Inf. Syst. Frontiers, 2020
Int. J. Approx. Reason., 2020
Assessment and prediction of spine surgery invasiveness with machine learning techniques.
Comput. Biol. Medicine, 2020
Behav. Inf. Technol., 2020
Proceedings of the Rough Sets - International Joint Conference, 2020
A Novel Method for Validating Multi-Classifiers. A Case Study for ICF-Based Health Status Classification.
Proceedings of the pHealth 2020 - Proceedings of the 17th International Conference on Wearable Micro and Nano Technologies for Personalized Health, 2020
Proceedings of the Digital Personalized Health and Medicine - Proceedings of MIE 2020, Medical Informatics Europe, Geneva, Switzerland, April 28, 2020
Introducing New Measures of Inter- and Intra-Rater Agreement to Assess the Reliability of Medical Ground Truth.
Proceedings of the Digital Personalized Health and Medicine - Proceedings of MIE 2020, Medical Informatics Europe, Geneva, Switzerland, April 28, 2020
Ensemble Learning, Social Choice and Collective Intelligence - An Experimental Comparison of Aggregation Techniques.
Proceedings of the Modeling Decisions for Artificial Intelligence, 2020
Vague Visualizations to Reduce Quantification Bias in Shared Medical Decision Making.
Proceedings of the 15th International Joint Conference on Computer Vision, 2020
Proceedings of the CENTERIS 2020 - International Conference on ENTERprise Information Systems / ProjMAN 2020 - International Conference on Project MANagement / HCist 2020, 2020
Proceedings of the Machine Learning and Knowledge Extraction, 2020
Developing a Machine Learning Model for Predicting Postnatal Growth in Very Low Birth Weight Infants.
Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2020), 2020
2019
Health Informatics J., 2019
Personal Health Records and Patient-Oriented Infrastructures: Building Technology, Shaping (New) Patients, and Healthcare Practitioners.
Comput. Support. Cooperative Work., 2019
Comput. Support. Cooperative Work., 2019
Who wants accurate models? Arguing for a different metrics to take classification models seriously.
CoRR, 2019
PROs in the wild: Assessing the validity of patient reported outcomes in an electronic registry.
Comput. Methods Programs Biomed., 2019
Proceedings of the Rough Sets - International Joint Conference, 2019
Proceedings of the Modeling Decisions for Artificial Intelligence, 2019
Proceedings of the Modeling Decisions for Artificial Intelligence, 2019
Proceedings of the Machine Learning and Knowledge Extraction, 2019
Proceedings of the 32nd IEEE International Symposium on Computer-Based Medical Systems, 2019
Proceedings of the 12th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2019), 2019
2018
3D printing objects as knowledge artifacts for a do-it-yourself approach in clinical practice: A questionnaire-based user study in the orthopaedics domain.
Data Technol. Appl., 2018
Proceedings of the Scalable Uncertainty Management - 12th International Conference, 2018
Minimal Important Difference in Outcome of Disc Degenerative Disease Treatment: The Patients' Perspective.
Proceedings of the Building Continents of Knowledge in Oceans of Data: The Future of Co-Created eHealth, 2018
Proceedings of the Building Continents of Knowledge in Oceans of Data: The Future of Co-Created eHealth, 2018
2017
The semiotics of configurations for the immanent design of interactive computational systems.
J. Vis. Lang. Comput., 2017
Rule-based tools for the configuration of ambient intelligence systems: a comparative user study.
Multim. Tools Appl., 2017
Int. J. Web Based Communities, 2017
Exploiting collective knowledge with three-way decision theory: Cases from the questionnaire-based research.
Int. J. Approx. Reason., 2017
A giant with feet of clay: on the validity of the data that feed machine learning in medicine.
CoRR, 2017
Static and interactive infographics in daily tasks: A value-in-use and quality of interaction user study.
Comput. Hum. Behav., 2017
Proceedings of the 25th European Conference on Information Systems, 2017
Proceedings of the New Perspectives in End-User Development., 2017
2016
Int. J. Web Based Communities, 2016
Human-Data Interaction in Healthcare: Acknowledging Use-related Chasms to Design for Better Health Information.
CoRR, 2016
Proceedings of the 15th International Conference on Mobile and Ubiquitous Multimedia, 2016
More Time for the Doing, Having Made the Thinking - 3D Printing for Knowledge Circulation in Healthcare.
Proceedings of the 8th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2016) - Volume 3: KMIS, Porto - Portugal, November 9, 2016
Proceedings of the 19th ACM Conference on Computer-Supported Cooperative Work & Social Computing, 2016
Proceedings of the 19th ACM Conference on Computer Supported Cooperative Work and Social Computing, 2016
Proceedings of the COOP 2016: Proceedings of the 12th International Conference on the Design of Cooperative Systems, 2016
Proceedings of the Workshop on Valuable Visualization of Healthcare Information: from the quantified self data to conversations, 2016
Valuable Visualization of Healthcare Information: From the Quantified Self Data to Conversations.
Proceedings of the International Working Conference on Advanced Visual Interfaces, 2016
2015
Proceedings of the Designing Socially Embedded Technologies in the Real-World, 2015
Sensitizing concepts for the next community-oriented technologies: shifting focus from social networking to convivial artifacts.
J. Community Informatics, 2015
User-driven prioritization of features for a prospective InterPersonal Health Record: Perceptions from the Italian context.
Comput. Biol. Medicine, 2015
Behav. Inf. Technol., 2015
Proceedings of the Third edition of the International Workshop on Cultures of Participation in the Digital Age: Coping with Information, 2015
Proceedings of the KMIS 2015, 2015
Virtual Patients for Knowledge Sharing and Clinical Practice Training: A Gamified Approach.
Proceedings of the Games and Learning Alliance - 4th International Conference, 2015
Proceedings of the 11th Biannual Conference on Italian SIGCHI Chapter, 2015
Proceedings of the Conference on ENTERprise Information Systems/International Conference on Project MANagement/Conference on Health and Social Care Information Systems and Technologies, 2015
Proceedings of the Ambient Intelligence - 12th European Conference, AmI 2015, 2015
2014
J. Vis. Lang. Comput., 2014
Proceedings of the Social Informatics - SocInfo 2014 International Workshops, Barcelona, 2014
"Made with Knowledge": Reporting a Qualitative Literature Review on the Concept of the IT Knowledge Artifact.
Proceedings of the Knowledge Discovery, Knowledge Engineering and Knowledge Management, 2014
"Made with Knowledge" - Disentangling the IT Knowledge Artifact by a Qualitative Literature Review.
Proceedings of the KMIS 2014, 2014
The Knowledge-stream Model - A Comprehensive Model for Knowledge Circulation in Communities of Knowledgeable Practitioners.
Proceedings of the KMIS 2014, 2014
Proceedings of the 11th International Conference on the Design of Cooperative Systems, 2014
Electronic Records for General Practice - Where we Are, Where we should Head to Improve Them.
Proceedings of the HEALTHINF 2014, 2014
Trying to Fill the Gap between Persons and Health Records - The MedIcona InterPersonal Health Record.
Proceedings of the HEALTHINF 2014, 2014
Proceedings of the Second International Workshop on Cultures of Participation in the Digital Age: Social computing for Working, 2014
Proceedings of the Second International Workshop on Cultures of Participation in the Digital Age: Social computing for Working, 2014
Proceedings of the International Working Conference on Advanced Visual Interfaces, 2014
Proceedings of the Second International Workshop on Cultures of Participation in the Digital Age: Social computing for Working, 2014
2013
An Information Reliability Index as a Simple Consumer-Oriented Indication of Quality of Medical Web Sites.
Proceedings of the Quality Issues in the Management of Web Information, 2013
Leveraging underspecification in knowledge artifacts to foster collaborative activities in professional communities.
Int. J. Hum. Comput. Stud., 2013
Comput. Support. Cooperative Work., 2013
Appropriation as neglected practice in communities: presenting a framework to enable EUD design for CoPs.
CoRR, 2013
Determining factors in ICT adoption by MSME's in agriculture clusters: An exploratory case study.
Proceedings of the IEEE 7th International Conference on Research Challenges in Information Science, 2013
Proceedings of the End-User Development - 4th International Symposium, 2013
Proceedings of the ECSCW 2013: Proceedings of the 13th European Conference on Computer Supported Cooperative Work, 2013
2012
i-com, 2012
Comput. Support. Cooperative Work., 2012
CoRR, 2012
Proceedings of the 2012 IEEE Symposium on Visual Languages and Human-Centric Computing, 2012
Proceedings of the ACM 2012 International Conference on Support Group Work, 2012
Proceedings of the From Research to Practice in the Design of Cooperative Systems: Results and Open Challenges, 2012
2011
"Remain Faithful to the Earth!"*: Reporting Experiences of Artifact-Centered Design in Healthcare.
Comput. Support. Cooperative Work., 2011
Proceedings of the 1st International Workshop on Engineering Interactive Computing Systems for Medicine and Health Care (EICS4Med 2011), 2011
2010
WOAD: A Framework to Enable the End-User Development of Coordination-Oriented Functionalities.
J. Organ. End User Comput., 2010
Faithful to the Earth: Reporting Experiences of Artifact-Centered Design in Healthcare.
Proceedings of COOP 2010, 2010
Developing a Flexible Electronic Patient Record as a Web of Active Documents.
Proceedings of the HEALTHINF 2010, 2010
Proceedings of the Biomedical Engineering Systems and Technologies, 2010
2009
Comput. Support. Cooperative Work., 2009
LWOAD: A Specification Language to Enable the End-User Develoment of Coordinative Functionalities.
Proceedings of the End-User Development, 2nd International Symposium, 2009
Proceedings of the Eleventh European Conference on Computer Supported Cooperative Work, 2009
Proceedings of the Fourth International Conference on Communities and Technologies, 2009
2008
Much undo about nothing?: investigating why email retraction is less popular than apologizing.
Proceedings of the 5th Nordic Conference on Human-Computer Interaction 2008, 2008
Proceedings of the 3th Mediterranean Conference on Information Systems, 2008
Proceedings of the International Workshop on Quality in Databases and Management of Uncertain Data, 2008
Knowledge Artifacts as Bridges between Theory and Practice: The Clinical Pathway Case.
Proceedings of the Knowledge Management In Action, 2008
Proceedings of the Twenty-First IEEE International Symposium on Computer-Based Medical Systems, 2008
Proceedings of the Business Process Management Workshops, 2008
A Community-Centered Architecture for the Deployment of Ubiquitous Telemedicine Systems.
Proceedings of the First International Conference on Health Informatics, 2008
2007
Proceedings of the Second IEEE International Conference on Digital Information Management (ICDIM), 2007
Proceedings of the 2007 International ACM SIGGROUP Conference on Supporting Group Work, 2007
"...and do it the usual way": fostering awareness of work conventions in document-mediated collaboration.
Proceedings of the Tenth European Conference on Computer Supported Cooperative Work, 2007
Proceedings of the European Conference on eHealth 2007, 2007
2006
Proceedings of the 4th IEEE International Conference on Pervasive Computing and Communications (PerCom 2006), 2006
Proceedings of the First IEEE International Conference on Digital Information Management (ICDIM), 2006
Multidisciplinary models and guidelines for eProcurement projects: the eReadiness phase.
Proceedings of the Project E-Society: Building Bricks, 2006
Proceedings of the Cooperative Systems Design - Seamless Integration of Artifacts and Conversations, 2006
Proceedings of the Cooperative Systems Design - Seamless Integration of Artifacts and Conversations, 2006
Proceedings of the 2nd International ICST Conference on Collaborative Computing: Networking, 2006
2005
CASMAS: An Agent-Based Support for Modulated Participation in Cooperative Applications.
Proceedings of the WOA 2005: Dagli Oggetti agli Agenti. 6th AI*IA/TABOO Joint Workshop "From Objects to Agents": Simulation and Formal Analysis of Complex Systems, 2005
DJess - A Knowledge-Sharing Middleware to Deploy Distributed Inference Systems.
Proceedings of the Second World Enformatika Conference, 2005
DJess - a context-sharing middleware to deploy distributed inference systems in pervasive computing domains.
Proceedings of the International Conference on Pervasive Services 2005, 2005
Proceedings of the 25th International Conference on Distributed Computing Systems Workshops (ICDCS 2005 Workshops), 2005
Proceedings of the 2005 International ACM SIGGROUP Conference on Supporting Group Work, 2005