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ORCIDFederico Cabitza
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- affiliation: University of Milano-Bicocca, Italy
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2020 – today
- 2025
[j61]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:
The use of machine learning for the prediction of response to follow-up in spine registries. Int. J. Medical Informatics 195: 105752 (2025)- [j60]Massimo Salvi, Silvia Seoni, Andrea Campagner, Arkadiusz Gertych, U. Rajendra Acharya, Filippo Molinari, Federico Cabitza:
Explainability and uncertainty: Two sides of the same coin for enhancing the interpretability of deep learning models in healthcare. Int. J. Medical Informatics 197: 105846 (2025) - [j59]Lucia Vicente
, Helena Matute, Caterina Fregosi, Federico Cabitza:
Machine learning systems as mentors in human learning: A user study on machine bias transmission in medical training. Int. J. Hum. Comput. Stud. 198: 103474 (2025) - [j58]F. Pennestrì, Federico Cabitza, N. Picerno, Giuseppe Banfi:
Sharing reliable information worldwide: healthcare strategies based on artificial intelligence need external validation. Position paper. BMC Medical Informatics Decis. Mak. 25(1): 56 (2025) - 2024
- [j57]Andrea Campagner, Frida Milella, Davide Ciucci, Federico Cabitza:
Three-way decision in machine learning tasks: a systematic review. Artif. Intell. Rev. 57(9): 228 (2024) - [j56]Federico Cabitza, Chiara Natali, Lorenzo Famiglini, Andrea Campagner, Valerio Caccavella, Enrico Gallazzi:
Never tell me the odds: Investigating pro-hoc explanations in medical decision making. Artif. Intell. Medicine 150: 102819 (2024) - [j55]Lorenzo Famiglini, Andrea Campagner, Marília Barandas, Giovanni Andrea La Maida, Enrico Gallazzi, Federico Cabitza:
Evidence-based XAI: An empirical approach to design more effective and explainable decision support systems. Comput. Biol. Medicine 170: 108042 (2024) - [j54]Giulia Anichini, Chiara Natali, Federico Cabitza:
Invisible to Machines: Designing AI that Supports Vision Work in Radiology. Comput. Support. Cooperative Work. 33(4): 993-1036 (2024) - [j53]Marília Barandas, Lorenzo Famiglini, Andrea Campagner, Duarte Folgado, Raquel Simão, Federico Cabitza, Hugo Gamboa:
Evaluation of uncertainty quantification methods in multi-label classification: A case study with automatic diagnosis of electrocardiogram. Inf. Fusion 101: 101978 (2024) - [j52]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:
Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions. Inf. Fusion 106: 102301 (2024) - [j51]Andrea Campagner, Frida Milella, Giuseppe Banfi, Federico Cabitza:
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. 24(4): 203 (2024) - [j50]Andrea Campagner, Marília Barandas, Duarte Folgado, Hugo Gamboa, Federico Cabitza:
Ensemble Predictors: Possibilistic Combination of Conformal Predictors for Multivariate Time Series Classification. IEEE Trans. Pattern Anal. Mach. Intell. 46(11): 7205-7216 (2024) - [c109]Caterina Fregosi, Andrea Campagner, Chiara Natali, Federico Cabitza:
Assessing appropriate reliance: a framework for evaluating AI influence on user decision-making. AIxHMI@AI*IA 2024 - [c108]Chiara Natali, Andrea Campagner, Federico Cabitza:
Answering the Call to Go Beyond Accuracy: An Online Tool for the Multidimensional Assessment of Decision Support Systems. BIOSTEC (2) 2024: 219-229 - [c107]Luca Marconi, Efrem Pirovano, Federico Cabitza:
CLARITY AI: A Comprehensive Checklist Integrating Established Frameworks for Enhanced Research Quality in Medical AI Studies. HC@AIxIA 2024: 1-14 - [c106]Chiara Natali, Brett Frischmann, Federico Cabitza:
Stimulating Cognitive Engagement in Hybrid Decision-Making: Friction, Reliance and Biases (Preface). HHAI Workshops 2024: 9-15 - [c105]Caterina Fregosi, Federico Cabitza:
A Frictional Design Approach: Towards Judicial AI and its Possible Applications. HHAI Workshops 2024: 23-28 - [c104]Federico Cabitza, Lorenzo Famiglini, Andrea Campagner, Luca Maria Sconfienza, Stefano Fusco, Valerio Caccavella, Enrico Gallazzi:
Dissimilar Similarities: Comparing Human and Statistical Similarity Evaluation in Medical AI. MDAI 2024: 187-198 - [c103]Federico Cabitza, Caterina Fregosi, Andrea Campagner, Chiara Natali:
Explanations Considered Harmful: The Impact of Misleading Explanations on Accuracy in Hybrid Human-AI Decision Making. xAI (4) 2024: 255-269 - 2023
- [j49]Federico Cabitza, Andrea Campagner, Luca Ronzio, Matteo Cameli, Giulia Elena Mandoli, Maria Concetta Pastore, Luca Maria Sconfienza, Duarte Folgado, Marília Barandas, Hugo Gamboa:
Rams, hounds and white boxes: Investigating human-AI collaboration protocols in medical diagnosis. Artif. Intell. Medicine 138: 102506 (2023) - [j48]Andrea Campagner, Lorenzo Famiglini, Anna Carobene, Federico Cabitza:
Everything is varied: The surprising impact of instantial variation on ML reliability. Appl. Soft Comput. 146: 110644 (2023) - [j47]Federico Cabitza, Andrea Campagner, Gianclaudio Malgieri, Chiara Natali, David Schneeberger, Karl Stöger, Andreas Holzinger:
Quod erat demonstrandum? - Towards a typology of the concept of explanation for the design of explainable AI. Expert Syst. Appl. 213(Part): 118888 (2023) - [j46]Andrea Campagner, Davide Ciucci, Federico Cabitza:
Aggregation models in ensemble learning: A large-scale comparison. Inf. Fusion 90: 241-252 (2023) - [j45]Duarte Folgado, Marília Barandas, Lorenzo Famiglini, Ricardo Santos, Federico Cabitza, Hugo Gamboa:
Explainability meets uncertainty quantification: Insights from feature-based model fusion on multimodal time series. Inf. Fusion 100: 101955 (2023) - [j44]Angelo Fabio d'Aiello, Federico Cabitza, Chiara Natali, Sophia Viganò, Paolo Ferrero, Ludovica Bognoni, Giulia Pasqualin, Alessandro Giamberti, Massimo Chessa:
The Effect of Holographic Heart Models and Mixed Reality for Anatomy Learning in Congenital Heart Disease: An Exploratory Study. J. Medical Syst. 47(1): 64 (2023) - [j43]Federico Cabitza, Andrea Campagner, Chiara Natali, Enea Parimbelli, Luca Ronzio, Matteo Cameli:
Painting the Black Box White: Experimental Findings from Applying XAI to an ECG Reading Setting. Mach. Learn. Knowl. Extr. 5(1): 269-286 (2023) - [c102]Federico Cabitza, Andrea Campagner, Valerio Basile:
Toward a Perspectivist Turn in Ground Truthing for Predictive Computing. AAAI 2023: 6860-6868 - [c101]Andrea Campagner, Lorenzo Famiglini, Beatrice Arosio, Paolo Rossi, Giorgio Annoni, Federico Cabitza:
Biomarkers for mixed dementia: a hard bone to bite? Preliminary analyses and promising results for a debated topic. AIxAS@AI*IA 2023: 136-143 - [c100]Andrea Campagner, Riccardo Angius, Federico Cabitza:
A Question of Trust: Old and New Metrics for the Reliable Assessment of Trustworthy AI. HEALTHINF 2023: 132-143 - [c99]Peter Kieseberg, Edgar R. Weippl, A Min Tjoa, Federico Cabitza, Andrea Campagner, Andreas Holzinger:
Controllable AI - An Alternative to Trustworthiness in Complex AI Systems? CD-MAKE 2023: 1-12 - [c98]David Schneeberger, Richard Röttger, Federico Cabitza, Andrea Campagner, Markus Plass, Heimo Müller, Andreas Holzinger:
The Tower of Babel in Explainable Artificial Intelligence (XAI). CD-MAKE 2023: 65-81 - [c97]Federico Cabitza, Andrea Campagner, Lorenzo Famiglini, Chiara Natali, Valerio Caccavella, Enrico Gallazzi:
Let Me Think! Investigating the Effect of Explanations Feeding Doubts About the AI Advice. CD-MAKE 2023: 155-169 - [c96]Federico Cabitza, Andrea Campagner, Riccardo Angius, Chiara Natali, Carlo Reverberi:
AI Shall Have No Dominion: on How to Measure Technology Dominance in AI-supported Human decision-making. CHI 2023: 354:1-354:20 - [c95]Federico Cabitza, Andrea Campagner, Chiara Natali:
Demo: Decision Support System Quality Assessment Tool. CHItaly 2023: 57:1-57:4 - [c94]Lorenzo Famiglini, Andrea Campagner, Federico Cabitza:
Towards a Rigorous Calibration Assessment Framework: Advancements in Metrics, Methods, and Use. ECAI 2023: 645-652 - [c93]Frida Milella, Chiara Natali, Teresa Scantamburlo, Andrea Campagner, Federico Cabitza:
The Impact of Gender and Personality in Human-AI Teaming: The Case of Collaborative Question Answering. INTERACT (2) 2023: 329-349 - [c92]Chiara Natali, Lorenzo Famiglini, Andrea Campagner, Giovanni Andrea La Maida, Enrico Gallazzi, Federico Cabitza:
Color Shadows 2: Assessing the Impact of XAI on Diagnostic Decision-Making. xAI (1) 2023: 618-629 - [e5]Federico Cabitza, Ana Fred, Hugo Gamboa:
Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2023, Volume 5: HEALTHINF, Lisbon, Portugal, February 16-18, 2023. SCITEPRESS 2023, ISBN 978-989-758-631-6 [contents] - [e4]Andreas Holzinger, Peter Kieseberg, Federico Cabitza, Andrea Campagner, A Min Tjoa, Edgar R. Weippl:
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. Lecture Notes in Computer Science 14065, Springer 2023, ISBN 978-3-031-40836-6 [contents] - [i11]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:
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions. CoRR abs/2310.19775 (2023) - 2022
- [j42]Federico Cabitza, Andrea Campagner, Martina Mattioli:
The unbearable (technical) unreliability of automated facial emotion recognition. Big Data Soc. 9(2): 205395172211295 (2022) - [j41]Andrea Campagner, Federico Sternini, Federico Cabitza:
Decisions are not all equal - Introducing a utility metric based on case-wise raters' perceptions. Comput. Methods Programs Biomed. 221: 106930 (2022) - [j40]Nuno Bento, Joana Rebelo, Marília Barandas, André V. Carreiro, Andrea Campagner, Federico Cabitza, Hugo Gamboa:
Comparing Handcrafted Features and Deep Neural Representations for Domain Generalization in Human Activity Recognition. Sensors 22(19): 7324 (2022) - [c91]Federico Cabitza:
Wirewalking over Two Medical AI Chasms: Results and Open Problems in Making "Valid AI" Also Useful in Medical Practice. BIOSTEC 2022: 5 - [c90]Noemi Stuppia, Federico Sternini, Federica Miola, Giorgia Picci, Claudia Boarini, Federico Cabitza, Alice Ravizza:
Risk-based Comprehensive Usability Evaluation of Software as a Medical Device. HEALTHINF 2022: 454-462 - [c89]Federico Cabitza, Andrea Campagner, Lorenzo Famiglini, Enrico Gallazzi, Giovanni Andrea La Maida:
Color Shadows (Part I): Exploratory Usability Evaluation of Activation Maps in Radiological Machine Learning. CD-MAKE 2022: 31-50 - [c88]Federico Cabitza, Andrea Campagner, Lorenzo Famiglini:
Global Interpretable Calibration Index, a New Metric to Estimate Machine Learning Models' Calibration. CD-MAKE 2022: 82-99 - [c87]Federico Cabitza, Chiara Natali:
Open, Multiple, Adjunct. Decision Support at the Time of Relational AI. HHAI 2022: 243-245 - [c86]Federico Cabitza, Andrea Campagner, Enrico Conte:
Comparative Assessment of Two Data Visualizations to Communicate Medical Test Results Online. VISIGRAPP (3: IVAPP) 2022: 195-202 - [c85]Andrea Campagner, Lorenzo Famiglini, Federico Cabitza:
Re-calibrating Machine Learning Models Using Confidence Interval Bounds. MDAI 2022: 132-142 - [c84]Andrea Campagner, Lorenzo Famiglini, Federico Cabitza:
A Confidence Interval-Based Method for Classifier Re-Calibration. MIE 2022: 127-128 - [i10]Federico Cabitza, Davide Ciucci, Gabriella Pasi, Marco Viviani:
Responsible AI in Healthcare. CoRR abs/2203.03616 (2022) - [i9]Andrea Campagner, Lorenzo Famiglini, Anna Carobene, Federico Cabitza:
Everything is Varied: The Surprising Impact of Individual Variation on ML Robustness in Medicine. CoRR abs/2210.04555 (2022) - [i8]Federico Cabitza, Matteo Cameli, Andrea Campagner, Chiara Natali, Luca Ronzio:
Painting the black box white: experimental findings from applying XAI to an ECG reading setting. CoRR abs/2210.15236 (2022) - 2021
- [j39]Inês Neves, Duarte Folgado, Sara Santos, Marília Barandas, Andrea Campagner, Luca Ronzio, Federico Cabitza, Hugo Gamboa:
Interpretable heartbeat classification using local model-agnostic explanations on ECGs. Comput. Biol. Medicine 133: 104393 (2021) - [j38]Federico Cabitza, Andrea Campagner, Felipe Soares, Luis García de Guadiana-Romualdo, Feyissa Challa, Adela Sulejmani, Michela Seghezzi, Anna Carobene:
The importance of being external. methodological insights for the external validation of machine learning models in medicine. Comput. Methods Programs Biomed. 208: 106288 (2021) - [j37]Federico Cabitza, Andrea Campagner, Luca Maria Sconfienza:
Studying human-AI collaboration protocols: the case of the Kasparov's law in radiological double reading. Health Inf. Sci. Syst. 9(1): 8 (2021) - [j36]Andrea Campagner, Anna Carobene, Federico Cabitza:
External validation of Machine Learning models for COVID-19 detection based on Complete Blood Count. Health Inf. Sci. Syst. 9(1): 37 (2021) - [j35]Federico Cabitza, Andrea Campagner:
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 153: 104510 (2021) - [j34]Federico Cabitza, Andrea Campagner, Carla Simone:
The need to move away from agential-AI: Empirical investigations, useful concepts and open issues. Int. J. Hum. Comput. Stud. 155: 102696 (2021) - [j33]Andrea Campagner, Davide Ciucci, Carl-Magnus Svensson, Marc Thilo Figge, Federico Cabitza:
Ground truthing from multi-rater labeling with three-way decision and possibility theory. Inf. Sci. 545: 771-790 (2021) - [j32]Andrea Campagner, Federico Cabitza, Pedro Berjano, Davide Ciucci:
Three-way decision and conformal prediction: Isomorphisms, differences and theoretical properties of cautious learning approaches. Inf. Sci. 579: 347-367 (2021) - [j31]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:
Machine Learning for Health: Algorithm Auditing & Quality Control. J. Medical Syst. 45(12): 105 (2021) - [c83]Lorenzo Famiglini, Giorgio Bini, Anna Carobene, Andrea Campagner, Federico Cabitza:
Prediction of ICU admission for COVID-19 patients: a Machine Learning approach based on Complete Blood Count data. CBMS 2021: 160-165 - [c82]Andrea Campagner, Enrico Conte, Federico Cabitza:
Weighted Utility: A Utility Metric Based on the Case-Wise Raters' Perceptions. CD-MAKE 2021: 203-210 - [c81]Federico Cabitza, Andrea Campagner, Valentina Cavosi:
Assessing the impact of medical AI: a survey of physicians' perceptions. ICMHI 2021: 225-231 - [e3]Xuesong Ye, Filipe Soares, Elisabetta De Maria, Pedro Gómez Vilda, Federico Cabitza, Ana Fred, Hugo Gamboa:
Biomedical Engineering Systems and Technologies - 13th International Joint Conference, BIOSTEC 2020, Valletta, Malta, February 24-26, 2020, Revised Selected Papers. Communications in Computer and Information Science 1400, Springer 2021, ISBN 978-3-030-72378-1 [contents] - [i7]Valerio Basile, Federico Cabitza, Andrea Campagner, Michael Fell:
Toward a Perspectivist Turn in Ground Truthing for Predictive Computing. CoRR abs/2109.04270 (2021) - 2020
- [j30]Federico Cabitza, Angela Locoro, Aurelio Ravarini:
Trading off between control and autonomy: a narrative review around de-design. Behav. Inf. Technol. 39(1): 5-26 (2020) - [j29]Andrea Campagner, Pedro Berjano, Claudio Lamartina, Francesco Langella, Giovanni Lombardi, Federico Cabitza:
Assessment and prediction of spine surgery invasiveness with machine learning techniques. Comput. Biol. Medicine 121: 103796 (2020) - [j28]Andrea Campagner, Federico Cabitza, Davide Ciucci:
The three-way-in and three-way-out framework to treat and exploit ambiguity in data. Int. J. Approx. Reason. 119: 292-312 (2020) - [j27]Federico Cabitza, Angela Locoro, Carlo Batini:
Making Open Data more Personal Through a Social Value Perspective: a Methodological Approach. Inf. Syst. Frontiers 22(1): 131-148 (2020) - [j26]Davide Brinati, Andrea Campagner, Davide Ferrari, Massimo Locatelli, Giuseppe Banfi, Federico Cabitza:
Detection of COVID-19 Infection from Routine Blood Exams with Machine Learning: A Feasibility Study. J. Medical Syst. 44(8): 135 (2020) - [j25]Federico Cabitza, Andrea Campagner, Luca Maria Sconfienza:
As if sand were stone. New concepts and metrics to probe the ground on which to build trustable AI. BMC Medical Informatics Decis. Mak. 20(1): 219 (2020) - [j24]Andrea Seveso, Andrea Campagner, Davide Ciucci, Federico Cabitza:
Ordinal labels in machine learning: a user-centered approach to improve data validity in medical settings. BMC Medical Informatics Decis. Mak. 20-S(5): 142 (2020) - [c80]Andrea Seveso, Valentina Bozzetti, Paolo Tagliabue, Maria Luisa Ventura, Federico Cabitza:
Developing a Machine Learning Model for Predicting Postnatal Growth in Very Low Birth Weight Infants. HEALTHINF 2020: 490-497 - [c79]Andrea Campagner, Federico Cabitza:
Back to the Feature: A Neural-Symbolic Perspective on Explainable AI. CD-MAKE 2020: 39-55 - [c78]Alice Ravizza, Federico Sternini, Filippo Molinari, Eugenio Santoro, Federico Cabitza:
A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies. CENTERIS/ProjMAN/HCist 2020: 589-596 - [c77]Michela Assale, Silvia Bordogna, Federico Cabitza:
Vague Visualizations to Reduce Quantification Bias in Shared Medical Decision Making. VISIGRAPP (3: IVAPP) 2020: 209-216 - [c76]Andrea Campagner, Davide Ciucci, Federico Cabitza:
Ensemble Learning, Social Choice and Collective Intelligence - An Experimental Comparison of Aggregation Techniques. MDAI 2020: 53-65 - [c75]Andrea Campagner, Luca Maria Sconfienza, Federico Cabitza:
H-Accuracy, an Alternative Metric to Assess Classification Models in Medicine. MIE 2020: 242-246 - [c74]Andrea Campagner, Federico Cabitza:
Introducing New Measures of Inter- and Intra-Rater Agreement to Assess the Reliability of Medical Ground Truth. MIE 2020: 282-286 - [c73]Federico Sternini, Giuseppe Fenza, Domenico Furno, Francesco Orciuoli Jr., Alice Ravizza, Federico Cabitza:
A Novel Method for Validating Multi-Classifiers. A Case Study for ICF-Based Health Status Classification. pHealth 2020: 252-254 - [c72]Andrea Campagner, Federico Cabitza, Davide Ciucci:
Three-Way Decision for Handling Uncertainty in Machine Learning: A Narrative Review. IJCRS 2020: 137-152 - [e2]Federico Cabitza, Ana Fred, Hugo Gamboa:
Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2020) - Volume 5: HEALTHINF, Valletta, Malta, February 24-26, 2020. SCITEPRESS 2020, ISBN 978-989-758-398-8 [contents]
2010 – 2019
- 2019
- [j23]Federico Cabitza, Linda Greta Dui, Giuseppe Banfi:
PROs in the wild: Assessing the validity of patient reported outcomes in an electronic registry. Comput. Methods Programs Biomed. 181 (2019) - [j22]Federico Cabitza, Gunnar Ellingsen, Angela Locoro, Carla Simone:
Repetita Iuvant: Exploring and Supporting Redundancy in Hospital Practices. Comput. Support. Cooperative Work. 28(1-2): 61-94 (2019) - [j21]Enrico Maria Piras, Federico Cabitza, Myriam Lewkowicz, Liam Bannon:
Personal Health Records and Patient-Oriented Infrastructures: Building Technology, Shaping (New) Patients, and Healthcare Practitioners. Comput. Support. Cooperative Work. 28(6): 1001-1009 (2019) - [j20]Claus Bossen, Kathleen H. Pine, Federico Cabitza, Gunnar Ellingsen, Enrico Maria Piras:
Data work in healthcare: An Introduction. Health Informatics J. 25(3) (2019) - [j19]Federico Cabitza, Angela Locoro, Camilla Alderighi, Raffaele Rasoini, Domenico Compagnone, Pedro Berjano:
The elephant in the record: On the multiplicity of data recording work. Health Informatics J. 25(3) (2019) - [c71]Andrea Campagner, Federico Cabitza, Davide Ciucci:
Exploring Medical Data Classification with Three-Way Decision Trees. HEALTHINF 2019: 147-158 - [c70]Michela Assale, Erica Barbero, Federico Cabitza:
Digitizing the Informed Consent: the Challenges to Design for Practices. CBMS 2019: 609-615 - [c69]Federico Cabitza, Andrea Campagner, Davide Ciucci:
New Frontiers in Explainable AI: Understanding the GI to Interpret the GO. CD-MAKE 2019: 27-47 - [c68]Federico Cabitza, Andrea Campagner, Davide Ciucci, Andrea Seveso:
Programmed Inefficiencies in DSS-Supported Human Decision Making. MDAI 2019: 201-212 - [c67]Federico Cabitza:
Biases Affecting Human Decision Making in AI-Supported Second Opinion Settings. MDAI 2019: 283-294 - [c66]Andrea Campagner, Federico Cabitza, Davide Ciucci:
Three-Way Classification: Ambiguity and Abstention in Machine Learning. IJCRS 2019: 280-294 - [i6]Federico Cabitza, Andrea Campagner:
Who wants accurate models? Arguing for a different metrics to take classification models seriously. CoRR abs/1910.09246 (2019) - 2018
- [j18]Federico Cabitza, Angela Locoro, Aurelio Ravarini:
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. 52(1): 163-186 (2018) - [c65]Federico Cabitza, Linda Greta Dui:
Collecting Patient Reported Outcomes in the Wild: Opportunities and Challenges. MIE 2018: 36-40 - [c64]Linda Greta Dui, Federico Cabitza, Pedro Berjano:
Minimal Important Difference in Outcome of Disc Degenerative Disease Treatment: The Patients' Perspective. MIE 2018: 321-325 - [c63]Federico Cabitza, Davide Ciucci:
Fuzzification of Ordinal Classes. The Case of the HL7 Severity Grading. SUM 2018: 64-77 - 2017
- [j17]Angela Locoro, Federico Cabitza, Rossana Actis-Grosso, Carlo Batini:
Static and interactive infographics in daily tasks: A value-in-use and quality of interaction user study. Comput. Hum. Behav. 71: 240-257 (2017) - [j16]Federico Cabitza, Davide Ciucci, Angela Locoro:
Exploiting collective knowledge with three-way decision theory: Cases from the questionnaire-based research. Int. J. Approx. Reason. 83: 356-370 (2017) - [j15]Federico Cabitza, Angela Locoro:
Questionnaires in the design and evaluation of community-oriented technologies. Int. J. Web Based Communities 13(1): 4-35 (2017) - [j14]Federico Cabitza, Daniela Fogli, Rosa Lanzilotti, Antonio Piccinno:
Rule-based tools for the configuration of ambient intelligence systems: a comparative user study. Multim. Tools Appl. 76(4): 5221-5241 (2017) - [j13]Federico Cabitza, Alvise Mattozzi:
The semiotics of configurations for the immanent design of interactive computational systems. J. Vis. Lang. Comput. 40: 65-90 (2017) - [c62]Angela Locoro, Aurelio Ravarini, Federico Cabitza, Luca Mari:
Is Making the New Knowing? Tangible and Intangible Knowledge Artifacts in Didiy. ECIS 2017: 19 - [p3]Federico Cabitza, Carla Simone:
Malleability in the Hands of End-Users. New Perspectives in End-User Development 2017: 137-163 - [i5]Federico Cabitza:
Breeding electric zebras in the fields of Medicine. CoRR abs/1701.04077 (2017) - [i4]Federico Cabitza, Davide Ciucci, Raffaele Rasoini:
A giant with feet of clay: on the validity of the data that feed machine learning in medicine. CoRR abs/1706.06838 (2017) - 2016
- [j12]Federico Cabitza, Rosantonietta Scramaglia, Denise Cornetta, Carla Simone:
When the web supports communities of place: the 'Social Street' case in Italy. Int. J. Web Based Communities 12(3): 216-237 (2016) - [c61]Federico Cabitza, Francesco Del Zotti, Angela Locoro:
Probing Interactivity in Open Data for General Practice. An Evidence-Based Approach. VVH@AVI 2016: 35-42 - [c60]Federico Cabitza, Angela Locoro, Daniela Fogli, Massimiliano Giacomin:
Valuable Visualization of Healthcare Information: From the Quantified Self Data to Conversations. AVI 2016: 376-380 - [c59]Federico Cabitza, Angela Locoro, Carla Simone:
"You Cannot Grow Viscum on Soil": The "Good" Corporate Social Media Also Fail. COOP 2016: 57-74 - [c58]Claus Bossen, Kathleen H. Pine, Gunnar Ellingsen, Federico Cabitza:
Data-work in Healthcare: The New Work Ecologies of Healthcare Infrastructures. CSCW Companion 2016: 509-514 - [c57]Federico Cabitza, Angela Locoro, Carla Simone, Tunazzina Sultana:
Moving Western Neighborliness to East? A study on Local Exchange in Bangladesh. CSCW 2016: 1764-1774 - [c56]Federico Cabitza, Angela Locoro, Aurelio Ravarini, Vittorio Satta:
More Time for the Doing, Having Made the Thinking - 3D Printing for Knowledge Circulation in Healthcare. KMIS 2016: 289-298 - [c55]Alessio Bellino, Federico Cabitza, Giorgio De Michelis, Flavio De Paoli:
Touch&Screen: widget collection for large screens controlled through smartphones. MUM 2016: 25-35 - [e1]Federico Cabitza, Daniela Fogli, Massimiliano Giacomin, Angela Locoro:
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. CEUR Workshop Proceedings 1658, CEUR-WS.org 2016 [contents] - [i3]Federico Cabitza, Angela Locoro:
Human-Data Interaction in Healthcare: Acknowledging Use-related Chasms to Design for Better Health Information. CoRR abs/1602.05751 (2016) - 2015
- [j11]Federico Cabitza:
On a QUESt for a web-based tool promoting knowledge-sharing in medical communities. Behav. Inf. Technol. 34(6): 598-612 (2015) - [j10]Federico Cabitza, Carla Simone, Giorgio De Michelis:
User-driven prioritization of features for a prospective InterPersonal Health Record: Perceptions from the Italian context. Comput. Biol. Medicine 59: 202-210 (2015) - [j9]Federico Cabitza, Carla Simone, Denise Cornetta:
Sensitizing concepts for the next community-oriented technologies: shifting focus from social networking to convivial artifacts. J. Community Informatics 11(2) (2015) - [c54]Francesco Benzi, Federico Cabitza, Daniela Fogli, Rosa Lanzilotti, Antonio Piccinno:
Gamification Techniques for Rule Management in Ambient Intelligence. AmI 2015: 353-356 - [c53]Federico Cabitza, Angela Locoro, Carlo Batini:
A User Study to Assess the Situated Social Value of Open Data in Healthcare. CENTERIS/ProjMAN/HCist 2015: 306-313 - [c52]Federico Cabitza, Daniela Fogli, Rosa Lanzilotti, Antonio Piccinno:
End-User Development in Ambient Intelligence: a User Study. CHItaly 2015: 146-153 - [c51]Federico Cabitza, Daniela Fogli, Angela Locoro:
Virtual Patients for Knowledge Sharing and Clinical Practice Training: A Gamified Approach. GALA 2015: 329-335 - [c50]Federico Cabitza, Angela Locoro:
Exploiting the Collective Knowledge of Communities of Experts. KMIS 2015: 159-167 - [c49]Federico Cabitza, Angela Locoro:
Mapping the Knowledge Artifact Terrain. KMIS 2015: 444-451 - [c48]Federico Cabitza, Daniela Fogli, Rosa Lanzilotti, Antonio Piccinno:
A Conceptual Framework For End-User Development in Ambient Intelligence. CoPDA@IS-EUD 2015: 27-31 - [p2]Federico Cabitza, Carla Simone:
Building Socially Embedded Technologies: Implications About Design. Designing Socially Embedded Technologies in the Real-World 2015: 217-270 - 2014
- [j8]Federico Cabitza, Daniela Fogli, Antonio Piccinno:
Fostering participation and co-evolution in sentient multimedia systems. J. Vis. Lang. Comput. 25(6): 684-694 (2014) - [c47]Federico Cabitza, Daniela Fogli, Antonio Piccinno:
Cultivating a Culture of Participation for the Co-Evolution of Users and Systems. CoPDA@AVI 2014: 1-6 - [c46]Federico Cabitza:
COProduction as Last Resort to Make IT Projects Less Doomed to Fail. CoPDA@AVI 2014: 7-11 - [c45]Angela Locoro, Federico Cabitza:
Should the Culture of Participation inform a new Ethics of Design? CoPDA@AVI 2014: 33-38 - [c44]Federico Cabitza, Andrea Cerroni, Carla Simone:
Knowledge artifacts within knowing communities to foster collective knowledge. AVI 2014: 391-394 - [c43]Federico Cabitza, Iade Gesso:
Trying to Fill the Gap between Persons and Health Records - The MedIcona InterPersonal Health Record. HEALTHINF 2014: 222-229 - [c42]Federico Cabitza, Francesco Del Zotti, Paolo Misericordia:
Electronic Records for General Practice - Where we Are, Where we should Head to Improve Them. HEALTHINF 2014: 535-542 - [c41]Federico Cabitza, Carla Simone:
"Through the Glassy Box": Supporting Appropriation in User Communities. COOP 2014: 173-187 - [c40]Federico Cabitza, Daniela Fogli, Antonio Piccinno:
Fostering Participation and Co-Evolution in Sentient Multimedia Systems. DMS 2014: 47-56 - [c39]Federico Cabitza, Angela Locoro:
"Made with Knowledge" - Disentangling the IT Knowledge Artifact by a Qualitative Literature Review. KMIS 2014: 64-75 - [c38]Federico Cabitza, Andrea Cerroni, Angela Locoro, Carla Simone:
The Knowledge-stream Model - A Comprehensive Model for Knowledge Circulation in Communities of Knowledgeable Practitioners. KMIS 2014: 367-374 - [c37]Federico Cabitza, Angela Locoro:
"Made with Knowledge": Reporting a Qualitative Literature Review on the Concept of the IT Knowledge Artifact. IC3K (Selected Papers) 2014: 571-585 - [c36]Gonzalo Reyero Aldama, Federico Cabitza:
Experiments for a Real Time Crowdsourced Urban Design. SocInfo Workshops 2014: 56-63 - 2013
- [j7]Federico Cabitza, Carla Simone:
Computational Coordination Mechanisms: A tale of a struggle for flexibility. Comput. Support. Cooperative Work. 22(4-6): 475-529 (2013) - [j6]Federico Cabitza, Gianluca Colombo, Carla Simone:
Leveraging underspecification in knowledge artifacts to foster collaborative activities in professional communities. Int. J. Hum. Comput. Stud. 71(1): 24-45 (2013) - [c35]Federico Cabitza, Carla Simone:
"Drops Hollowing the Stone": Workarounds as Resources for Better Task-Artifact Fit. ECSCW 2013: 103-122 - [c34]Federico Cabitza, Carla Simone, Iade Gesso:
Back to the Future of EUD: The Logic of Bricolage for the Paving of EUD Roadmaps. IS-EUD 2013: 254-259 - [c33]Gianluigi Viscusi, Federico Cabitza, Andrea Maurino, Fabio Stella:
Determining factors in ICT adoption by MSME's in agriculture clusters: An exploratory case study. RCIS 2013: 1-9 - [p1]Federico Cabitza:
An Information Reliability Index as a Simple Consumer-Oriented Indication of Quality of Medical Web Sites. Quality Issues in the Management of Web Information 2013: 159-177 - [i2]Federico Cabitza, Carla Simone:
Appropriation as neglected practice in communities: presenting a framework to enable EUD design for CoPs. CoRR abs/1306.1752 (2013) - 2012
- [j5]Federico Cabitza, Carla Simone:
Affording Mechanisms: An Integrated View of Coordination and Knowledge Management. Comput. Support. Cooperative Work. 21(2-3): 227-260 (2012) - [j4]Federico Cabitza, Carla Simone:
Tell Me Another Story, Granpa! Requirements for Sharing Lived Lives Online. i-com 11(3): 14-18 (2012) - [c32]Federico Cabitza:
Harvesting Collective Agreement in Community Oriented Surveys: The Medical Case. COOP 2012: 81-96 - [c31]Federico Cabitza, Carla Simone, Marco P. Locatelli:
Supporting artifact-mediated discourses through a recursive annotation tool. GROUP 2012: 253-262 - [c30]Federico Cabitza, Iade Gesso, Carla Simone:
Providing end-users with a visual editor to make their electronic documents active. VL/HCC 2012: 171-174 - [i1]Federico Cabitza, Carla Simone:
Design Ltd.: Renovated Myths for the Development of Socially Embedded Technologies. CoRR abs/1211.5577 (2012) - 2011
- [j3]Federico Cabitza:
"Remain Faithful to the Earth!"*: Reporting Experiences of Artifact-Centered Design in Healthcare. Comput. Support. Cooperative Work. 20(4-5): 231-263 (2011) - [c29]Federico Cabitza, Stefano Corna, Iade Gesso, Carla Simone:
WOAD, A Platform to Deploy Flexible EPRs in Full Control of End-Users. EICS4Med 2011: 7-12 - 2010
- [j2]Federico Cabitza, Carla Simone:
WOAD: A Framework to Enable the End-User Development of Coordination-Oriented Functionalities. J. Organ. End User Comput. 22(2): 1-20 (2010) - [c28]Federico Cabitza, Iade Gesso:
Web of Active Documents: An Architecture for Flexible Electronic Patient Records. BIOSTEC (Selected Papers) 2010: 44-56 - [c27]Federico Cabitza, Giovanni Zorzato:
Developing a Flexible Electronic Patient Record as a Web of Active Documents. HEALTHINF 2010: 46-53 - [c26]Federico Cabitza:
Faithful to the Earth: Reporting Experiences of Artifact-Centered Design in Healthcare. COOP 2010: 25-44
2000 – 2009
- 2009
- [j1]Federico Cabitza, Carla Simone, Marcello Sarini:
Leveraging Coordinative Conventions to Promote Collaboration Awareness. Comput. Support. Cooperative Work. 18(4): 301-330 (2009) - [c25]Federico Cabitza, Carla Simone:
Active artifacts as bridges between context and community knowledge sources. C&T 2009: 115-124 - [c24]Federico Cabitza, Carla Simone, Giovanni Zorzato:
PRODOC: an Electronic Patient Record to Foster Process-Oriented Practices. ECSCW 2009: 85-104 - [c23]Federico Cabitza, Carla Simone:
LWOAD: A Specification Language to Enable the End-User Develoment of Coordinative Functionalities. IS-EUD 2009: 146-165 - 2008
- [c22]Federico Cabitza, Marco P. Locatelli, Carla Simone:
A Community-Centered Architecture for the Deployment of Ubiquitous Telemedicine Systems. HEALTHINF (1) 2008: 9-16 - [c21]Federico Cabitza, Marco P. Locatelli, Carla Simone:
Promoting Process-Based Collaboration Awareness to Integrate Care Teams. Business Process Management Workshops 2008: 385-396 - [c20]Federico Cabitza, Carla Simone:
Supporting Practices of Positive Redundancy for Seamless Care. CBMS 2008: 470-475 - [c19]Federico Cabitza, Carla Simone, Marcello Sarini:
Knowledge Artifacts as Bridges between Theory and Practice: The Clinical Pathway Case. Knowledge Management In Action 2008: 37-50 - [c18]Carlo Batini, Daniele Barone, Federico Cabitza, Gianluigi Ciocca, Fabrizio Marini, Gabriella Pasi, Raimondo Schettini:
Toward a Unified Model for Information Quality. QDB/MUD 2008: 113-122 - [c17]Marcello Sarini, Federico Cabitza, Gianluigi Viscusi:
Making People Aware of Deviations from Standards in Health Care. MCIS 2008: 6 - [c16]Federico Cabitza, Marco Loregian:
Much undo about nothing?: investigating why email retraction is less popular than apologizing. NordiCHI 2008: 431-434 - 2007
- [c15]Federico Cabitza, Marcello Sarini:
On the "pathway" towards ICT-Support for a better and sustainable Healthcare. ECEH 2007: 89-100 - [c14]Federico Cabitza, Carla Simone:
"...and do it the usual way": fostering awareness of work conventions in document-mediated collaboration. ECSCW 2007: 119-138 - [c13]Federico Cabitza, Marcello Sarini, Carla Simone:
Providing awareness through situated process maps: the hospital care case. GROUP 2007: 41-50 - [c12]Daniele Barone, Federico Cabitza, Simone Grega:
HDQ: A meta-model for the quality improvement of heterogeneous data. ICDIM 2007: 418-423 - 2006
- [c11]Federico Cabitza, Marco P. Locatelli, Carla Simone:
Designing Computational Places for Communities within Organizations. CollaborateCom 2006 - [c10]Federico Cabitza, Marco P. Locatelli, Carla Simone:
Cooperation and Ubiquitous Computing: an Architecture Towards their Integration. COOP 2006: 86-101 - [c9]Federico Cabitza, Marcello Sarini, Carla Simone, Michele Telaro:
Torres, a Conceptual Framework for Articulation Work across Boundaries. COOP 2006: 102-117 - [c8]Carlo Batini, Federico Cabitza, Giuseppe Cammarota, Daria Ciriaci, Marcella Corsi, Andrea Maurino, Ruggero Russo, Sirio Scipioni, Michele Telaro:
Multidisciplinary models and guidelines for eProcurement projects: the eReadiness phase. I3E 2006: 140-152 - [c7]Carlo Batini, Federico Cabitza, Cinzia Cappiello, Chiara Francalanci:
A Comprehensive Data Quality Methodology for Web and Structured Data. ICDIM 2006: 448-456 - [c6]Federico Cabitza, Marco P. Locatelli, Marcello Sarini, Carla Simone:
CASMAS: Supporting Collaboration in Pervasive Environments. PerCom 2006: 286-295 - 2005
- [c5]Federico Cabitza, Marcello Sarini, Carla Simone, Michele Telaro:
When once is not enough: the role of redundancy in a hospital ward setting. GROUP 2005: 158-167 - [c4]Roberto Boselli, Federico Cabitza, Flavio De Paoli, Marco Loregian:
An Adaptive Middleware to Support Context-Aware Knowledge Sharing. ICDCS Workshops 2005: 352-358 - [c3]Federico Cabitza, Marcello Sarini, Bernardo Dal Seno:
DJess - a context-sharing middleware to deploy distributed inference systems in pervasive computing domains. ICPS 2005: 229-238 - [c2]Federico Cabitza, Bernardo Dal Seno:
DJess - A Knowledge-Sharing Middleware to Deploy Distributed Inference Systems. WEC (2) 2005: 66-69 - [c1]Federico Cabitza, Marco P. Locatelli, Marcello Sarini:
CASMAS: An Agent-Based Support for Modulated Participation in Cooperative Applications. WOA 2005: 111-119
Coauthor Index
[j61] [j60] [j57] [j56] [j55] [j53] [j51] [j50] [c109] [c108] [c104] [c103] [j49] [j48] [j47] [j46] [j43] [c102] [c101] [c100] [c99] [c98] [c97] [c96] [c95] [c94] [c93] [c92] [e4] [j42] [j41] [j40] [c89] [c88] [c86] [c85] [c84] [i9] [i8] [j39] [j38] [j37] [j36] [j35] [j34] [j33] [j32] [c83] [c82] [c81] [i7] [j29] [j28] [j26] [j25] [j24] [c79] [c76] [c75] [c74] [c72] [c71] [c69] [c68] [c66] [i6]
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