Federico Cabitza

220 papers A* 5A 4B 19C 10Misc 1Journal 90Unranked 84

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Assessing Interaction Quality in Human-AI Dialogue: An Integrative Review and Multi-Layer Framework for Conversational Agents. Mach. Learn. Knowl. Extr. Luca Marconi, Luca Longo, Federico Cabitza
2026	A*	`conf`	Calibrating Reliance: Addressing Misuse and Disuse in AI-Based Second-Opinion Systems for Medical Diagnosis. AAAI Federico Cabitza, Andrea Campagner, Gian Eugenio Tontini
2026	J	`jnl`	Calibration-informed metrics for instance-level predictive reliability in medical AI. Artif. Intell. Medicine Federico Cabitza
2026	J	`jnl`	Effectiveness of computerized decision support systems linked to electronic health records: An updated systematic review with meta-analysis. Int. J. Medical Informatics Annalisa Biffi, Greta Castellini, Gabriele del Castillo, Francesca De Nard, Camilla Vismara, Federico Cabitza, Giovanni Corrao, Silvia Gianola
2026	J	`jnl`	Evaluating AI Research Quality in Myasthenia Gravis: A Longitudinal Study Using the CLARITY Framework (2020-2024). J. Medical Syst. Luca Marconi, Efrem Pirovano, Federico Cabitza
2026	J	`jnl`	Let XAI generate reliability metadata, not medical explanations. Comput. Methods Programs Biomed. Federico Cabitza, Enea Parimbelli
2026	J	`jnl`	Perceiving AI as an Epistemic Authority or Algority: A User Study on the Human Attribution of Authority to AI. Mach. Learn. Knowl. Extr. Frida Milella, Federico Cabitza
2026	A*	`conf`	Too Sure for Our Own Good: A User Study on AI Confidence and Human Reliance. AAAI Caterina Fregosi, Lucia Vicente, Andrea Campagner, Federico Cabitza
2026	J	`jnl`	Under what influence: Measuring AI influence to fit user profiles in decision-making. Int. J. Hum. Comput. Stud. Andrea Campagner, Caterina Fregosi, Chiara Natali, Federico Cabitza
2026	—	`conf`	Unity Is Strength: Hybridizing Neuro-Symbolic AI and Agentic AI through Symbolic Coordination Mechanisms. ICAART (1) Alessia Papale, Federico Cabitza
2026	J	`jnl`	Weakly supervised treatment selection: Machine learning models for appropriate surgical planning of submandibular stones. Comput. Biol. Medicine Andrea Campagner, Matteo Lazzeroni, Caterina Pizzi, Caterina Sattin, Giulia Buccichini, Massimo Del Fabbro, Gianluca Martino Tartaglia, Maria Cristina Firetto, Gianpaolo Carrafiello, Michael Koch, Pasquale Capaccio, Federico Cabitza
2025	J	`jnl`	AI-induced Deskilling in Medicine: A Mixed-Method Review and Research Agenda for Healthcare and Beyond. Artif. Intell. Rev. Chiara Natali, Luca Marconi, Leslye Denisse Dias Duran, Federico Cabitza
2025	A	`conf`	An Evidence-Theoretic Framework for Online Learning from Expert Advice. ECAI Andrea Campagner, Francesca Arredondo, Davide Ciucci, Federico Cabitza
2025	—	`conf`	Better AI with Designed Friction: Theories, Applications and Research Agenda. HHAI Chiara Natali, Mohammad Naiseh, Federico Cabitza, Brett Frischmann
2025	J	`jnl`	Beyond cyborgs: the cybork idea for the de-individuation of (artificial) intelligence and an emergence-oriented design. AI Soc. Federico Cabitza, Chiara Natali, Francesco Varanini, David J. Gunkel
2025	J	`jnl`	Clinician-informed XAI evaluation checklist with metrics (CLIX-M) for AI-powered clinical decision support systems. npj Digit. Medicine Aida Brankovic, David Cook, Jessica Rahman, Alana Delaforce, Jane Li, Farah Magrabi, Federico Cabitza, Enrico W. Coiera, DanaKai Bradford
2025	—	`conf`	Conformal Prediction for ECG Interpretation: A Study on Human-AI Collaboration in Clinical Decision Support. AIME (1) Duarte Folgado, Lorenzo Famiglini, Andrea Campagner, Hélder Dores, Marília Barandas, Hugo Gamboa, Federico Cabitza
2025	J	`jnl`	Dimensions of Human-Machine Combination: Prompting the Development of Deployable Intelligent Decision Systems for Situated Clinical Contexts. Comput. Support. Cooperative Work. Ben Wilson, Chiara Natali, Matt J. Roach, Darren Scott, Alma Rahat, David Rawlinson, Federico Cabitza
2025	J	`jnl`	Explainability and uncertainty: Two sides of the same coin for enhancing the interpretability of deep learning models in healthcare. Int. J. Medical Informatics Massimo Salvi, Silvia Seoni, Andrea Campagner, Arkadiusz Gertych, U. Rajendra Acharya, Filippo Molinari, Federico Cabitza
2025	—	`conf`	Explainable Machine Learning for Neonatal Screening: A Fast&Frugal Decision Tree for Rare Metabolic Disease Detection. AIME (1) Gloria Lopiano, Andrea Campagner, Cristina Cereda, Stephana Carelli, Federico Cabitza
2025	J	`jnl`	Five Degrees of Separation: Investigating the Unexpected Potential of Displaced Human-AI Collaboration Protocols for Apter AI Support. Proc. ACM Hum. Comput. Interact. Federico Cabitza, Andrea Campagner, Caterina Fregosi, Matteo Cameli, Enrico Gallazzi, Luca Maria Sconfienza, Gian Eugenio Tontini
2025	A	`conf`	From Oracular to Judicial: Enhancing Clinical Decision Making through Contrasting Explanations and a Novel Interaction Protocol. IUI Federico Cabitza, Lorenzo Famiglini, Caterina Fregosi, Samuele Pe, Enea Parimbelli, Giovanni Andrea La Maida, Enrico Gallazzi
2025	—	`conf`	Machine Mentoring by Machine Learning: Setting a Research Agenda on How Human-AI Collaboration Can Trigger Knowledge and Bias Transmission. HCI (2) Lucia Vicente, Federico Cabitza
2025	J	`jnl`	Machine learning systems as mentors in human learning: A user study on machine bias transmission in medical training. Int. J. Hum. Comput. Stud. Lucia Vicente, Helena Matute, Caterina Fregosi, Federico Cabitza
2025	J	`jnl`	Make Some Noise for Ground Truthing! Frictional Design against Epistemic Sclerosis in Decision Support Systems. Scand. J. Inf. Syst. Chiara Natali, Federico Cabitza
2025	J	`jnl`	Sharing reliable information worldwide: healthcare strategies based on artificial intelligence need external validation. Position paper. BMC Medical Informatics Decis. Mak. F. Pennestrì, Federico Cabitza, N. Picerno, Giuseppe Banfi
2025	J	`jnl`	Show and tell: A critical review on robustness and uncertainty for a more responsible medical AI. Int. J. Medical Informatics Luca Marconi, Federico Cabitza
2025	J	`jnl`	The Role of AI-Based Chatbots in Public Health Emergencies: A Narrative Review. Future Internet Francesco Branda, Massimo Stella, Cecilia Ceccarelli, Federico Cabitza, Giancarlo Ceccarelli, Antonello Maruotti, Massimo Ciccozzi, Fabio Scarpa
2025	J	`jnl`	The use of machine learning for the prediction of response to follow-up in spine registries. Int. J. Medical Informatics Alice Baroncini, Andrea Campagner, Federico Cabitza, Francesco Langella, Francesca Barile, Pablo Bellosta-López, Domenico Compagnone, Riccardo Cecchinato, Marco Damilano, Andrea Redaelli, Daniele Vanni, Pedro Berjano
2025	—	`conf`	Too Sure for Trust. The Paradoxical Effect of Calibrated Confidence in Case of Uncalibrated Trust in Hybrid Decision Making. xAI (1) Federico Cabitza, Caterina Fregosi, Lucia Vicente
2025	J	`jnl`	Uncovering hidden subtypes in dementia: An unsupervised machine learning approach to dementia diagnosis and personalization of care. J. Biomed. Informatics Andrea Campagner, Luca Marconi, Edoardo Bianchi, Beatrice Arosio, Paolo Rossi, Giorgio Annoni, Tiziano Angelo Lucchi, Nicola Montano, Federico Cabitza
2025	—	`conf`	Who Knocks on Heaven's Door: Measuring Augmentation and Outperformance in Human-AI Diagnostic Teams. AIME (2) Federico Cabitza
2024	—	`conf`	A Frictional Design Approach: Towards Judicial AI and its Possible Applications. HHAI Workshops Caterina Fregosi, Federico Cabitza
2024	—	`conf`	A User-Oriented Perspective on Soft Clustering: Explainability and Uncertainty Quantification. IJCRS (3) Andrea Campagner, Federico Cabitza, Davide Ciucci
2024	—	`conf`	Answering the Call to Go Beyond Accuracy: An Online Tool for the Multidimensional Assessment of Decision Support Systems. BIOSTEC (2) Chiara Natali, Andrea Campagner, Federico Cabitza
2024	—	`conf`	Assessing appropriate reliance: a framework for evaluating AI influence on user decision-making. AIxHMI@AI*IA Caterina Fregosi, Andrea Campagner, Chiara Natali, Federico Cabitza
2024	—	`conf`	CLARITY AI: A Comprehensive Checklist Integrating Established Frameworks for Enhanced Research Quality in Medical AI Studies. HC@AIxIA Luca Marconi, Efrem Pirovano, Federico Cabitza
2024	B	`conf`	Dissimilar Similarities: Comparing Human and Statistical Similarity Evaluation in Medical AI. MDAI Federico Cabitza, Lorenzo Famiglini, Andrea Campagner, Luca Maria Sconfienza, Stefano Fusco, Valerio Caccavella, Enrico Gallazzi
2024	J	`jnl`	Ensemble Predictors: Possibilistic Combination of Conformal Predictors for Multivariate Time Series Classification. IEEE Trans. Pattern Anal. Mach. Intell. Andrea Campagner, Marília Barandas, Duarte Folgado, Hugo Gamboa, Federico Cabitza
2024	J	`jnl`	Evaluation of uncertainty quantification methods in multi-label classification: A case study with automatic diagnosis of electrocardiogram. Inf. Fusion Marília Barandas, Lorenzo Famiglini, Andrea Campagner, Duarte Folgado, Raquel Simão, Federico Cabitza, Hugo Gamboa
2024	J	`jnl`	Evidence-based XAI: An empirical approach to design more effective and explainable decision support systems. Comput. Biol. Medicine Lorenzo Famiglini, Andrea Campagner, Marília Barandas, Giovanni Andrea La Maida, Enrico Gallazzi, Federico Cabitza
2024	J	`jnl`	Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions. Inf. Fusion Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lécué, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf
2024	—	`conf`	Explanations Considered Harmful: The Impact of Misleading Explanations on Accuracy in Hybrid Human-AI Decision Making. xAI (4) Federico Cabitza, Caterina Fregosi, Andrea Campagner, Chiara Natali
2024	—	`conf`	Humans in the Group, Computers in the Coop. Comparison of Individual and Collective Improvement in Cognitive Tasks in Adjunct AI Settings. HWID Chiara Natali, Luca Marconi, Caterina Fregosi, Federico Cabitza
2024	J	`jnl`	Invisible to Machines: Designing AI that Supports Vision Work in Radiology. Comput. Support. Cooperative Work. Giulia Anichini, Chiara Natali, Federico Cabitza
2024	J	`jnl`	Never tell me the odds: Investigating pro-hoc explanations in medical decision making. Artif. Intell. Medicine Federico Cabitza, Chiara Natali, Lorenzo Famiglini, Andrea Campagner, Valerio Caccavella, Enrico Gallazzi
2024	J	`jnl`	Not in My Face: Challenges and Ethical Considerations in Automatic Face Emotion Recognition Technology. Mach. Learn. Knowl. Extr. Martina Mattioli, Federico Cabitza
2024	J	`jnl`	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. Andrea Campagner, Frida Milella, Giuseppe Banfi, Federico Cabitza
2024	—	`conf`	Stimulating Cognitive Engagement in Hybrid Decision-Making: Friction, Reliance and Biases (Preface). HHAI Workshops Chiara Natali, Brett Frischmann, Federico Cabitza
2024	J	`jnl`	Three-way decision in machine learning tasks: a systematic review. Artif. Intell. Rev. Andrea Campagner, Frida Milella, Davide Ciucci, Federico Cabitza
2023	—	`conf`	A Question of Trust: Old and New Metrics for the Reliable Assessment of Trustworthy AI. HEALTHINF Andrea Campagner, Riccardo Angius, Federico Cabitza
2023	A*	`conf`	AI Shall Have No Dominion: on How to Measure Technology Dominance in AI-supported Human decision-making. CHI Federico Cabitza, Andrea Campagner, Riccardo Angius, Chiara Natali, Carlo Reverberi
2023	J	`jnl`	Aggregation models in ensemble learning: A large-scale comparison. Inf. Fusion Andrea Campagner, Davide Ciucci, Federico Cabitza
2023	—	`conf`	Biomarkers for mixed dementia: a hard bone to bite? Preliminary analyses and promising results for a debated topic. AIxAS@AI*IA Andrea Campagner, Lorenzo Famiglini, Beatrice Arosio, Paolo Rossi, Giorgio Annoni, Federico Cabitza
2023	—	`conf`	Color Shadows 2: Assessing the Impact of XAI on Diagnostic Decision-Making. xAI (1) Chiara Natali, Lorenzo Famiglini, Andrea Campagner, Giovanni Andrea La Maida, Enrico Gallazzi, Federico Cabitza
2023	C	`conf`	Controllable AI - An Alternative to Trustworthiness in Complex AI Systems? CD-MAKE Peter Kieseberg, Edgar R. Weippl, A Min Tjoa, Federico Cabitza, Andrea Campagner, Andreas Holzinger
2023	—	`conf`	Demo: Decision Support System Quality Assessment Tool. CHItaly Federico Cabitza, Andrea Campagner, Chiara Natali
2023	J	`jnl`	Everything is varied: The surprising impact of instantial variation on ML reliability. Appl. Soft Comput. Andrea Campagner, Lorenzo Famiglini, Anna Carobene, Federico Cabitza
2023	J	`jnl`	Explainability meets uncertainty quantification: Insights from feature-based model fusion on multimodal time series. Inf. Fusion Duarte Folgado, Marília Barandas, Lorenzo Famiglini, Ricardo Santos, Federico Cabitza, Hugo Gamboa
2023	J	`jnl`	Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions. CoRR Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lécué, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf
2023	C	`conf`	Let Me Think! Investigating the Effect of Explanations Feeding Doubts About the AI Advice. CD-MAKE Federico Cabitza, Andrea Campagner, Lorenzo Famiglini, Chiara Natali, Valerio Caccavella, Enrico Gallazzi
2023	C	`ed.`	Machine Learning and Knowledge Extraction - 7th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2023, Benevento, Italy, August 29 - September 1, 2023, Proceedings CD-MAKE Andreas Holzinger, Peter Kieseberg, Federico Cabitza, Andrea Campagner, A Min Tjoa, Edgar R. Weippl
2023	J	`jnl`	Painting the Black Box White: Experimental Findings from Applying XAI to an ECG Reading Setting. Mach. Learn. Knowl. Extr. Federico Cabitza, Andrea Campagner, Chiara Natali, Enea Parimbelli, Luca Ronzio, Matteo Cameli
2023	—	`ed.`	Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2023, Volume 5: HEALTHINF, Lisbon, Portugal, February 16-18, 2023. HEALTHINF Federico Cabitza, Ana Fred, Hugo Gamboa
2023	J	`jnl`	Quod erat demonstrandum? - Towards a typology of the concept of explanation for the design of explainable AI. Expert Syst. Appl. Federico Cabitza, Andrea Campagner, Gianclaudio Malgieri, Chiara Natali, David Schneeberger, Karl Stöger, Andreas Holzinger
2023	J	`jnl`	Rams, hounds and white boxes: Investigating human-AI collaboration protocols in medical diagnosis. Artif. Intell. Medicine Federico Cabitza, Andrea Campagner, Luca Ronzio, Matteo Cameli, Giulia Elena Mandoli, Maria Concetta Pastore, Luca Maria Sconfienza, Duarte Folgado, Marília Barandas, Hugo Gamboa
2023	J	`jnl`	The Effect of Holographic Heart Models and Mixed Reality for Anatomy Learning in Congenital Heart Disease: An Exploratory Study. J. Medical Syst. Angelo Fabio d'Aiello, Federico Cabitza, Chiara Natali, Sophia Viganò, Paolo Ferrero, Ludovica Bognoni, Giulia Pasqualin, Alessandro Giamberti, Massimo Chessa
2023	—	`conf`	The Impact of Gender and Personality in Human-AI Teaming: The Case of Collaborative Question Answering. INTERACT (2) Frida Milella, Chiara Natali, Teresa Scantamburlo, Andrea Campagner, Federico Cabitza
2023	C	`conf`	The Tower of Babel in Explainable Artificial Intelligence (XAI). CD-MAKE David Schneeberger, Richard Röttger, Federico Cabitza, Andrea Campagner, Markus Plass, Heimo Müller, Andreas Holzinger
2023	A*	`conf`	Toward a Perspectivist Turn in Ground Truthing for Predictive Computing. AAAI Federico Cabitza, Andrea Campagner, Valerio Basile
2023	A	`conf`	Towards a Rigorous Calibration Assessment Framework: Advancements in Metrics, Methods, and Use. ECAI Lorenzo Famiglini, Andrea Campagner, Federico Cabitza
2022	—	`conf`	A Confidence Interval-Based Method for Classifier Re-Calibration. MIE Andrea Campagner, Lorenzo Famiglini, Federico Cabitza
2022	C	`conf`	Color Shadows (Part I): Exploratory Usability Evaluation of Activation Maps in Radiological Machine Learning. CD-MAKE Federico Cabitza, Andrea Campagner, Lorenzo Famiglini, Enrico Gallazzi, Giovanni Andrea La Maida
2022	—	`conf`	Comparative Assessment of Two Data Visualizations to Communicate Medical Test Results Online. VISIGRAPP (3: IVAPP) Federico Cabitza, Andrea Campagner, Enrico Conte
2022	J	`jnl`	Comparing Handcrafted Features and Deep Neural Representations for Domain Generalization in Human Activity Recognition. Sensors Nuno Bento, Joana Rebelo, Marília Barandas, André V. Carreiro, Andrea Campagner, Federico Cabitza, Hugo Gamboa
2022	J	`jnl`	Decisions are not all equal - Introducing a utility metric based on case-wise raters' perceptions. Comput. Methods Programs Biomed. Andrea Campagner, Federico Sternini, Federico Cabitza
2022	J	`jnl`	Everything is Varied: The Surprising Impact of Individual Variation on ML Robustness in Medicine. CoRR Andrea Campagner, Lorenzo Famiglini, Anna Carobene, Federico Cabitza
2022	C	`conf`	Global Interpretable Calibration Index, a New Metric to Estimate Machine Learning Models' Calibration. CD-MAKE Federico Cabitza, Andrea Campagner, Lorenzo Famiglini
2022	—	`conf`	Open, Multiple, Adjunct. Decision Support at the Time of Relational AI. HHAI Federico Cabitza, Chiara Natali
2022	J	`jnl`	Painting the black box white: experimental findings from applying XAI to an ECG reading setting. CoRR Federico Cabitza, Matteo Cameli, Andrea Campagner, Chiara Natali, Luca Ronzio
2022	B	`conf`	Re-calibrating Machine Learning Models Using Confidence Interval Bounds. MDAI Andrea Campagner, Lorenzo Famiglini, Federico Cabitza
2022	J	`jnl`	Responsible AI in Healthcare. CoRR Federico Cabitza, Davide Ciucci, Gabriella Pasi, Marco Viviani
2022	—	`conf`	Risk-based Comprehensive Usability Evaluation of Software as a Medical Device. HEALTHINF Noemi Stuppia, Federico Sternini, Federica Miola, Giorgia Picci, Claudia Boarini, Federico Cabitza, Alice Ravizza
2022	J	`jnl`	The unbearable (technical) unreliability of automated facial emotion recognition. Big Data Soc. Federico Cabitza, Andrea Campagner, Martina Mattioli
2022	—	`conf`	Wirewalking over Two Medical AI Chasms: Results and Open Problems in Making "Valid AI" Also Useful in Medical Practice. BIOSTEC Federico Cabitza
2021	—	`conf`	Assessing the impact of medical AI: a survey of physicians' perceptions. ICMHI Federico Cabitza, Andrea Campagner, Valentina Cavosi
2021	—	`ed.`	Biomedical Engineering Systems and Technologies - 13th International Joint Conference, BIOSTEC 2020, Valletta, Malta, February 24-26, 2020, Revised Selected Papers BIOSTEC (Selected Papers) Xuesong Ye, Filipe Soares, Elisabetta De Maria, Pedro Gómez-Vilda, Federico Cabitza, Ana Fred, Hugo Gamboa
2021	J	`jnl`	External validation of Machine Learning models for COVID-19 detection based on Complete Blood Count. Health Inf. Sci. Syst. Andrea Campagner, Anna Carobene, Federico Cabitza
2021	J	`jnl`	Ground truthing from multi-rater labeling with three-way decision and possibility theory. Inf. Sci. Andrea Campagner, Davide Ciucci, Carl-Magnus Svensson, Marc Thilo Figge, Federico Cabitza
2021	J	`jnl`	Interpretable heartbeat classification using local model-agnostic explanations on ECGs. Comput. Biol. Medicine Inês Neves, Duarte Folgado, Sara Santos, Marília Barandas, Andrea Campagner, Luca Ronzio, Federico Cabitza, Hugo Gamboa
2021	J	`jnl`	Machine Learning for Health: Algorithm Auditing & Quality Control. J. Medical Syst. Luis Oala, Andrew G. Murchison, Pradeep Balachandran, Shruti Choudhary, Jana Fehr, Alixandro Werneck Leite, Peter G. Goldschmidt, Christian Johner, Elora D. M. Schörverth, Rose Nakasi, Martin Meyer, Federico Cabitza, Pat D. Baird, Carolin Prabhu, Eva Weicken, Xiaoxuan Liu, Markus Wenzel, Steffen Vogler, Darlington Ahiale Akogo, Shada Alsalamah, Emre Kazim, Adriano S. Koshiyama, Sven Piechottka, Sheena Macpherson, Ian Shadforth, Regina Geierhofer, Christian Matek, Joachim Krois, Bruno Sanguinetti, Matthew Arentz, Pavol Bielik, Saúl Calderón Ramírez, Auss Abbood, Nicolas Langer, Stefan Haufe, Ferath Kherif, Sameer Pujari, Wojciech Samek, Thomas Wiegand
2021	B	`conf`	Prediction of ICU admission for COVID-19 patients: a Machine Learning approach based on Complete Blood Count data. CBMS Lorenzo Famiglini, Giorgio Bini, Anna Carobene, Andrea Campagner, Federico Cabitza
2021	J	`jnl`	Studying human-AI collaboration protocols: the case of the Kasparov's law in radiological double reading. Health Inf. Sci. Syst. Federico Cabitza, Andrea Campagner, Luca Maria Sconfienza
2021	J	`jnl`	The importance of being external. methodological insights for the external validation of machine learning models in medicine. Comput. Methods Programs Biomed. Federico Cabitza, Andrea Campagner, Felipe Soares, Luis García de Guadiana-Romualdo, Feyissa Challa, Adela Sulejmani, Michela Seghezzi, Anna Carobene
2021	J	`jnl`	The need to move away from agential-AI: Empirical investigations, useful concepts and open issues. Int. J. Hum. Comput. Stud. Federico Cabitza, Andrea Campagner, Carla Simone
2021	J	`jnl`	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 Federico Cabitza, Andrea Campagner
2021	J	`jnl`	Three-way decision and conformal prediction: Isomorphisms, differences and theoretical properties of cautious learning approaches. Inf. Sci. Andrea Campagner, Federico Cabitza, Pedro Berjano, Davide Ciucci
2021	J	`jnl`	Toward a Perspectivist Turn in Ground Truthing for Predictive Computing. CoRR Valerio Basile, Federico Cabitza, Andrea Campagner, Michael Fell
2021	C	`conf`	Weighted Utility: A Utility Metric Based on the Case-Wise Raters' Perceptions. CD-MAKE Andrea Campagner, Enrico Conte, Federico Cabitza
2020	—	`conf`	A Novel Method for Validating Multi-Classifiers. A Case Study for ICF-Based Health Status Classification. pHealth Federico Sternini, Giuseppe Fenza, Domenico Furno, Francesco Orciuoli Jr., Alice Ravizza, Federico Cabitza
2020	—	`conf`	A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies. CENTERIS/ProjMAN/HCist Alice Ravizza, Federico Sternini, Filippo Molinari, Eugenio Santoro, Federico Cabitza
2020	J	`jnl`	As if sand were stone. New concepts and metrics to probe the ground on which to build trustable AI. BMC Medical Informatics Decis. Mak. Federico Cabitza, Andrea Campagner, Luca Maria Sconfienza
2020	J	`jnl`	Assessment and prediction of spine surgery invasiveness with machine learning techniques. Comput. Biol. Medicine Andrea Campagner, Pedro Berjano, Claudio Lamartina, Francesco Langella, Giovanni Lombardi, Federico Cabitza
2020	C	`conf`	Back to the Feature: A Neural-Symbolic Perspective on Explainable AI. CD-MAKE Andrea Campagner, Federico Cabitza
2020	J	`jnl`	Detection of COVID-19 Infection from Routine Blood Exams with Machine Learning: A Feasibility Study. J. Medical Syst. Davide Brinati, Andrea Campagner, Davide Ferrari, Massimo Locatelli, Giuseppe Banfi, Federico Cabitza
2020	—	`conf`	Developing a Machine Learning Model for Predicting Postnatal Growth in Very Low Birth Weight Infants. HEALTHINF Andrea Seveso, Valentina Bozzetti, Paolo Tagliabue, Maria Luisa Ventura, Federico Cabitza
2020	B	`conf`	Ensemble Learning, Social Choice and Collective Intelligence - An Experimental Comparison of Aggregation Techniques. MDAI Andrea Campagner, Davide Ciucci, Federico Cabitza
2020	—	`conf`	H-Accuracy, an Alternative Metric to Assess Classification Models in Medicine. MIE Andrea Campagner, Luca Maria Sconfienza, Federico Cabitza
2020	—	`conf`	Introducing New Measures of Inter- and Intra-Rater Agreement to Assess the Reliability of Medical Ground Truth. MIE Andrea Campagner, Federico Cabitza
2020	J	`jnl`	Making Open Data more Personal Through a Social Value Perspective: a Methodological Approach. Inf. Syst. Frontiers Federico Cabitza, Angela Locoro, Carlo Batini
2020	J	`jnl`	Ordinal labels in machine learning: a user-centered approach to improve data validity in medical settings. BMC Medical Informatics Decis. Mak. Andrea Seveso, Andrea Campagner, Davide Ciucci, Federico Cabitza
2020	—	`ed.`	Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2020) - Volume 5: HEALTHINF, Valletta, Malta, February 24-26, 2020. HEALTHINF Federico Cabitza, Ana Fred, Hugo Gamboa
2020	J	`jnl`	The three-way-in and three-way-out framework to treat and exploit ambiguity in data. Int. J. Approx. Reason. Andrea Campagner, Federico Cabitza, Davide Ciucci
2020	—	`conf`	Three-Way Decision for Handling Uncertainty in Machine Learning: A Narrative Review. IJCRS Andrea Campagner, Federico Cabitza, Davide Ciucci
2020	J	`jnl`	Trading off between control and autonomy: a narrative review around de-design. Behav. Inf. Technol. Federico Cabitza, Angela Locoro, Aurelio Ravarini
2020	—	`conf`	Vague Visualizations to Reduce Quantification Bias in Shared Medical Decision Making. VISIGRAPP (3: IVAPP) Michela Assale, Silvia Bordogna, Federico Cabitza
2019	B	`conf`	Biases Affecting Human Decision Making in AI-Supported Second Opinion Settings. MDAI Federico Cabitza
2019	J	`jnl`	Data work in healthcare: An Introduction. Health Informatics J. Claus Bossen, Kathleen H. Pine, Federico Cabitza, Gunnar Ellingsen, Enrico Maria Piras
2019	B	`conf`	Digitizing the Informed Consent: the Challenges to Design for Practices. CBMS Michela Assale, Erica Barbero, Federico Cabitza
2019	—	`conf`	Exploring Medical Data Classification with Three-Way Decision Trees. HEALTHINF Andrea Campagner, Federico Cabitza, Davide Ciucci
2019	C	`conf`	New Frontiers in Explainable AI: Understanding the GI to Interpret the GO. CD-MAKE Federico Cabitza, Andrea Campagner, Davide Ciucci
2019	J	`jnl`	PROs in the wild: Assessing the validity of patient reported outcomes in an electronic registry. Comput. Methods Programs Biomed. Federico Cabitza, Linda Greta Dui, Giuseppe Banfi
2019	J	`jnl`	Personal Health Records and Patient-Oriented Infrastructures: Building Technology, Shaping (New) Patients, and Healthcare Practitioners. Comput. Support. Cooperative Work. Enrico Maria Piras, Federico Cabitza, Myriam Lewkowicz, Liam Bannon
2019	B	`conf`	Programmed Inefficiencies in DSS-Supported Human Decision Making. MDAI Federico Cabitza, Andrea Campagner, Davide Ciucci, Andrea Seveso
2019	J	`jnl`	Repetita Iuvant: Exploring and Supporting Redundancy in Hospital Practices. Comput. Support. Cooperative Work. Federico Cabitza, Gunnar Ellingsen, Angela Locoro, Carla Simone
2019	J	`jnl`	The elephant in the record: On the multiplicity of data recording work. Health Informatics J. Federico Cabitza, Angela Locoro, Camilla Alderighi, Raffaele Rasoini, Domenico Compagnone, Pedro Berjano
2019	—	`conf`	Three-Way Classification: Ambiguity and Abstention in Machine Learning. IJCRS Andrea Campagner, Federico Cabitza, Davide Ciucci
2019	J	`jnl`	Who wants accurate models? Arguing for a different metrics to take classification models seriously. CoRR Federico Cabitza, Andrea Campagner
2018	J	`jnl`	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. Federico Cabitza, Angela Locoro, Aurelio Ravarini
2018	—	`conf`	Collecting Patient Reported Outcomes in the Wild: Opportunities and Challenges. MIE Federico Cabitza, Linda Greta Dui
2018	—	`conf`	Fuzzification of Ordinal Classes. The Case of the HL7 Severity Grading. SUM Federico Cabitza, Davide Ciucci
2018	—	`conf`	Minimal Important Difference in Outcome of Disc Degenerative Disease Treatment: The Patients' Perspective. MIE Linda Greta Dui, Federico Cabitza, Pedro Berjano
2017	J	`jnl`	A giant with feet of clay: on the validity of the data that feed machine learning in medicine. CoRR Federico Cabitza, Davide Ciucci, Raffaele Rasoini
2017	J	`jnl`	Breeding electric zebras in the fields of Medicine. CoRR Federico Cabitza
2017	J	`jnl`	Exploiting collective knowledge with three-way decision theory: Cases from the questionnaire-based research. Int. J. Approx. Reason. Federico Cabitza, Davide Ciucci, Angela Locoro
2017	—	`conf`	Is Making the New Knowing? Tangible and Intangible Knowledge Artifacts in Didiy. ECIS Angela Locoro, Aurelio Ravarini, Federico Cabitza, Luca Mari
2017	—	`ch.`	Malleability in the Hands of End-Users. New Perspectives in End-User Development Federico Cabitza, Carla Simone
2017	J	`jnl`	Questionnaires in the design and evaluation of community-oriented technologies. Int. J. Web Based Communities Federico Cabitza, Angela Locoro
2017	J	`jnl`	Rule-based tools for the configuration of ambient intelligence systems: a comparative user study. Multim. Tools Appl. Federico Cabitza, Daniela Fogli, Rosa Lanzilotti, Antonio Piccinno
2017	J	`jnl`	Static and interactive infographics in daily tasks: A value-in-use and quality of interaction user study. Comput. Hum. Behav. Angela Locoro, Federico Cabitza, Rossana Actis-Grosso, Carlo Batini
2017	J	`jnl`	The semiotics of configurations for the immanent design of interactive computational systems. J. Vis. Lang. Comput. Federico Cabitza, Alvise Mattozzi
2016	—	`conf`	"You Cannot Grow Viscum on Soil": The "Good" Corporate Social Media Also Fail. COOP Federico Cabitza, Angela Locoro, Carla Simone
2016	—	`conf`	Data-work in Healthcare: The New Work Ecologies of Healthcare Infrastructures. CSCW Companion Claus Bossen, Kathleen H. Pine, Gunnar Ellingsen, Federico Cabitza
2016	J	`jnl`	Human-Data Interaction in Healthcare: Acknowledging Use-related Chasms to Design for Better Health Information. CoRR Federico Cabitza, Angela Locoro
2016	—	`conf`	More Time for the Doing, Having Made the Thinking - 3D Printing for Knowledge Circulation in Healthcare. KMIS Federico Cabitza, Angela Locoro, Aurelio Ravarini, Vittorio Satta
2016	A	`conf`	Moving Western Neighborliness to East? A study on Local Exchange in Bangladesh. CSCW Federico Cabitza, Angela Locoro, Carla Simone, Tunazzina Sultana
2016	—	`conf`	Probing Interactivity in Open Data for General Practice. An Evidence-Based Approach. VVH@AVI Federico Cabitza, Francesco Del Zotti, Angela Locoro
2016	—	`ed.`	Proceedings of the Workshop on Valuable Visualization of Healthcare Information: from the quantified self data to conversations, VVH 2016, co-located with the 2016 International Working Conference on Advanced Visual Interfaces (AVI 2016), Bari, Italy, June 7th, 2016. VVH@AVI Federico Cabitza, Daniela Fogli, Massimiliano Giacomin, Angela Locoro
2016	B	`conf`	Touch&Screen: widget collection for large screens controlled through smartphones. MUM Alessio Bellino, Federico Cabitza, Giorgio De Michelis, Flavio De Paoli
2016	B	`conf`	Valuable Visualization of Healthcare Information: From the Quantified Self Data to Conversations. AVI Federico Cabitza, Angela Locoro, Daniela Fogli, Massimiliano Giacomin
2016	J	`jnl`	When the web supports communities of place: the 'Social Street' case in Italy. Int. J. Web Based Communities Federico Cabitza, Rosantonietta Scramaglia, Denise Cornetta, Carla Simone
2015	—	`conf`	A Conceptual Framework For End-User Development in Ambient Intelligence. CoPDA@IS-EUD Federico Cabitza, Daniela Fogli, Rosa Lanzilotti, Antonio Piccinno
2015	—	`conf`	A User Study to Assess the Situated Social Value of Open Data in Healthcare. CENTERIS/ProjMAN/HCist Federico Cabitza, Angela Locoro, Carlo Batini
2015	—	`ch.`	Building Socially Embedded Technologies: Implications About Design. Designing Socially Embedded Technologies in the Real-World Federico Cabitza, Carla Simone
2015	—	`conf`	End-User Development in Ambient Intelligence: a User Study. CHItaly Federico Cabitza, Daniela Fogli, Rosa Lanzilotti, Antonio Piccinno
2015	—	`conf`	Exploiting the Collective Knowledge of Communities of Experts. KMIS Federico Cabitza, Angela Locoro
2015	—	`conf`	Gamification Techniques for Rule Management in Ambient Intelligence. AmI Francesco Benzi, Federico Cabitza, Daniela Fogli, Rosa Lanzilotti, Antonio Piccinno
2015	—	`conf`	Mapping the Knowledge Artifact Terrain. KMIS Federico Cabitza, Angela Locoro
2015	J	`jnl`	On a QUESt for a web-based tool promoting knowledge-sharing in medical communities. Behav. Inf. Technol. Federico Cabitza
2015	J	`jnl`	Sensitizing concepts for the next community-oriented technologies: shifting focus from social networking to convivial artifacts. J. Community Informatics Federico Cabitza, Carla Simone, Denise Cornetta
2015	J	`jnl`	User-driven prioritization of features for a prospective InterPersonal Health Record: Perceptions from the Italian context. Comput. Biol. Medicine Federico Cabitza, Carla Simone, Giorgio De Michelis
2015	—	`conf`	Virtual Patients for Knowledge Sharing and Clinical Practice Training: A Gamified Approach. GALA Federico Cabitza, Daniela Fogli, Angela Locoro
2014	—	`conf`	"Made with Knowledge" - Disentangling the IT Knowledge Artifact by a Qualitative Literature Review. KMIS Federico Cabitza, Angela Locoro
2014	—	`conf`	"Made with Knowledge": Reporting a Qualitative Literature Review on the Concept of the IT Knowledge Artifact. IC3K (Selected Papers) Federico Cabitza, Angela Locoro
2014	—	`conf`	"Through the Glassy Box": Supporting Appropriation in User Communities. COOP Federico Cabitza, Carla Simone
2014	—	`conf`	COProduction as Last Resort to Make IT Projects Less Doomed to Fail. CoPDA@AVI Federico Cabitza
2014	—	`conf`	Cultivating a Culture of Participation for the Co-Evolution of Users and Systems. CoPDA@AVI Federico Cabitza, Daniela Fogli, Antonio Piccinno
2014	—	`conf`	Electronic Records for General Practice - Where we Are, Where we should Head to Improve Them. HEALTHINF Federico Cabitza, Francesco Del Zotti, Paolo Misericordia
2014	—	`conf`	Experiments for a Real Time Crowdsourced Urban Design. SocInfo Workshops Gonzalo Reyero Aldama, Federico Cabitza
2014	—	`conf`	Fostering Participation and Co-Evolution in Sentient Multimedia Systems. DMS Federico Cabitza, Daniela Fogli, Antonio Piccinno
2014	J	`jnl`	Fostering participation and co-evolution in sentient multimedia systems. J. Vis. Lang. Comput. Federico Cabitza, Daniela Fogli, Antonio Piccinno
2014	B	`conf`	Knowledge artifacts within knowing communities to foster collective knowledge. AVI Federico Cabitza, Andrea Cerroni, Carla Simone
2014	—	`conf`	Should the Culture of Participation inform a new Ethics of Design? CoPDA@AVI Angela Locoro, Federico Cabitza
2014	—	`conf`	The Knowledge-stream Model - A Comprehensive Model for Knowledge Circulation in Communities of Knowledgeable Practitioners. KMIS Federico Cabitza, Andrea Cerroni, Angela Locoro, Carla Simone
2014	—	`conf`	Trying to Fill the Gap between Persons and Health Records - The MedIcona InterPersonal Health Record. HEALTHINF Federico Cabitza, Iade Gesso
2013	B	`conf`	"Drops Hollowing the Stone": Workarounds as Resources for Better Task-Artifact Fit. ECSCW Federico Cabitza, Carla Simone
2013	—	`ch.`	An Information Reliability Index as a Simple Consumer-Oriented Indication of Quality of Medical Web Sites. Quality Issues in the Management of Web Information Federico Cabitza
2013	J	`jnl`	Appropriation as neglected practice in communities: presenting a framework to enable EUD design for CoPs. CoRR Federico Cabitza, Carla Simone
2013	—	`conf`	Back to the Future of EUD: The Logic of Bricolage for the Paving of EUD Roadmaps. IS-EUD Federico Cabitza, Carla Simone, Iade Gesso
2013	J	`jnl`	Computational Coordination Mechanisms: A tale of a struggle for flexibility. Comput. Support. Cooperative Work. Federico Cabitza, Carla Simone
2013	B	`conf`	Determining factors in ICT adoption by MSME's in agriculture clusters: An exploratory case study. RCIS Gianluigi Viscusi, Federico Cabitza, Andrea Maurino, Fabio Stella
2013	J	`jnl`	Leveraging underspecification in knowledge artifacts to foster collaborative activities in professional communities. Int. J. Hum. Comput. Stud. Federico Cabitza, Gianluca Colombo, Carla Simone
2012	J	`jnl`	Affording Mechanisms: An Integrated View of Coordination and Knowledge Management. Comput. Support. Cooperative Work. Federico Cabitza, Carla Simone
2012	J	`jnl`	Design Ltd.: Renovated Myths for the Development of Socially Embedded Technologies CoRR Federico Cabitza, Carla Simone
2012	—	`conf`	Harvesting Collective Agreement in Community Oriented Surveys: The Medical Case. COOP Federico Cabitza
2012	B	`conf`	Providing end-users with a visual editor to make their electronic documents active. VL/HCC Federico Cabitza, Iade Gesso, Carla Simone
2012	B	`conf`	Supporting artifact-mediated discourses through a recursive annotation tool. GROUP Federico Cabitza, Carla Simone, Marco P. Locatelli
2012	J	`jnl`	Tell Me Another Story, Granpa! Requirements for Sharing Lived Lives Online. i-com Federico Cabitza, Carla Simone
2011	J	`jnl`	"Remain Faithful to the Earth!"*: Reporting Experiences of Artifact-Centered Design in Healthcare. Comput. Support. Cooperative Work. Federico Cabitza
2011	—	`conf`	WOAD, A Platform to Deploy Flexible EPRs in Full Control of End-Users. EICS4Med Federico Cabitza, Stefano Corna, Iade Gesso, Carla Simone
2010	—	`conf`	Developing a Flexible Electronic Patient Record as a Web of Active Documents. HEALTHINF Federico Cabitza, Giovanni Zorzato
2010	—	`conf`	Faithful to the Earth: Reporting Experiences of Artifact-Centered Design in Healthcare. COOP Federico Cabitza
2010	J	`jnl`	WOAD: A Framework to Enable the End-User Development of Coordination-Oriented Functionalities. J. Organ. End User Comput. Federico Cabitza, Carla Simone
2010	—	`conf`	Web of Active Documents: An Architecture for Flexible Electronic Patient Records. BIOSTEC (Selected Papers) Federico Cabitza, Iade Gesso
2009	—	`conf`	Active artifacts as bridges between context and community knowledge sources. C&T Federico Cabitza, Carla Simone
2009	—	`conf`	LWOAD: A Specification Language to Enable the End-User Develoment of Coordinative Functionalities. IS-EUD Federico Cabitza, Carla Simone
2009	J	`jnl`	Leveraging Coordinative Conventions to Promote Collaboration Awareness. Comput. Support. Cooperative Work. Federico Cabitza, Carla Simone, Marcello Sarini
2009	B	`conf`	PRODOC: an Electronic Patient Record to Foster Process-Oriented Practices. ECSCW Federico Cabitza, Carla Simone, Giovanni Zorzato
2008	—	`conf`	A Community-Centered Architecture for the Deployment of Ubiquitous Telemedicine Systems. HEALTHINF (1) Federico Cabitza, Marco P. Locatelli, Carla Simone
2008	—	`conf`	Knowledge Artifacts as Bridges between Theory and Practice: The Clinical Pathway Case. Knowledge Management In Action Federico Cabitza, Carla Simone, Marcello Sarini
2008	—	`conf`	Making People Aware of Deviations from Standards in Health Care. MCIS Marcello Sarini, Federico Cabitza, Gianluigi Viscusi
2008	Misc	`conf`	Much undo about nothing?: investigating why email retraction is less popular than apologizing. NordiCHI Federico Cabitza, Marco Loregian
2008	—	`conf`	Promoting Process-Based Collaboration Awareness to Integrate Care Teams. Business Process Management Workshops Federico Cabitza, Marco P. Locatelli, Carla Simone
2008	B	`conf`	Supporting Practices of Positive Redundancy for Seamless Care. CBMS Federico Cabitza, Carla Simone
2008	—	`conf`	Toward a Unified Model for Information Quality. QDB/MUD Carlo Batini, Daniele Barone, Federico Cabitza, Gianluigi Ciocca, Fabrizio Marini, Gabriella Pasi, Raimondo Schettini
2007	B	`conf`	"...and do it the usual way": fostering awareness of work conventions in document-mediated collaboration. ECSCW Federico Cabitza, Carla Simone
2007	—	`conf`	HDQ: A meta-model for the quality improvement of heterogeneous data. ICDIM Daniele Barone, Federico Cabitza, Simone Grega
2007	—	`conf`	On the "pathway" towards ICT-Support for a better and sustainable Healthcare. ECEH Federico Cabitza, Marcello Sarini
2007	B	`conf`	Providing awareness through situated process maps: the hospital care case. GROUP Federico Cabitza, Marcello Sarini, Carla Simone
2006	—	`conf`	A Comprehensive Data Quality Methodology for Web and Structured Data. ICDIM Carlo Batini, Federico Cabitza, Cinzia Cappiello, Chiara Francalanci
2006	A*	`conf`	CASMAS: Supporting Collaboration in Pervasive Environments. PerCom Federico Cabitza, Marco P. Locatelli, Marcello Sarini, Carla Simone
2006	—	`conf`	Cooperation and Ubiquitous Computing: an Architecture Towards their Integration. COOP Federico Cabitza, Marco P. Locatelli, Carla Simone
2006	C	`conf`	Designing Computational Places for Communities within Organizations. CollaborateCom Federico Cabitza, Marco P. Locatelli, Carla Simone
2006	—	`conf`	Multidisciplinary models and guidelines for eProcurement projects: the eReadiness phase. I3E Carlo Batini, Federico Cabitza, Giuseppe Cammarota, Daria Ciriaci, Marcella Corsi, Andrea Maurino, Ruggero Russo, Sirio Scipioni, Michele Telaro
2006	—	`conf`	Torres, a Conceptual Framework for Articulation Work across Boundaries. COOP Federico Cabitza, Marcello Sarini, Carla Simone, Michele Telaro
2005	—	`conf`	An Adaptive Middleware to Support Context-Aware Knowledge Sharing. ICDCS Workshops Roberto Boselli, Federico Cabitza, Flavio De Paoli, Marco Loregian
2005	—	`conf`	CASMAS: An Agent-Based Support for Modulated Participation in Cooperative Applications. WOA Federico Cabitza, Marco P. Locatelli, Marcello Sarini
2005	—	`conf`	DJess - A Knowledge-Sharing Middleware to Deploy Distributed Inference Systems. WEC (2) Federico Cabitza, Bernardo Dal Seno
2005	—	`conf`	DJess - a context-sharing middleware to deploy distributed inference systems in pervasive computing domains. ICPS Federico Cabitza, Marcello Sarini, Bernardo Dal Seno
2005	B	`conf`	When once is not enough: the role of redundancy in a hospital ward setting. GROUP Federico Cabitza, Marcello Sarini, Carla Simone, Michele Telaro