Archivio Istituzionale della RicercaSPERTI, MICHELA
SPERTI, MICHELA
Dipartimento di Ingegneria Meccanica e Aerospaziale
060809
Artificial intelligence in healthcare: Proposal for a new medico-legal methodology in medical liability
2026 Cecchi, Rossana; Calabrò, Francesco; Camatti, Jessika; Santunione, Anna Laura; Sperti, Michela; Zizzi, Eric Adriano; Deriu, Agostino Marco
Adverse cardiovascular events in coronary Plaques not undeRgoing pErcutaneous coronary intervention evaluateD with optIcal Coherence Tomography. The PREDICT-AI risk model.
2025 Bruno, Francesco; Immobile Molaro, Maddalena; Sperti, Michela; Bianchini, Francesco; Chu, Miao; Cardaci, Camilla; Wańha, Wojciech; Gasior, Pawel; Zecchino, Simone; Pavani, Marco; Vergallo, Rocco; Biscaglia, Simone; Cerrato, Enrico; Gabrio Secco, Gioel; Mennuni, Marco; Mancone, Massimo; De Filippo, Ovidio; Mattesini, Alessio; Canova, Paolo; Boi, Alberto; Ugo, Fabrizio; Scarsini, Roberto; Costa, Francesco; Fabris, Enrico; Campo, Gianluca; Wojakowski, Wojtek; Morbiducci, Umberto; Deriu, Marco; Tu, Shengxian; Piccolo, Raffaele; D'Ascenzo, Fabrizio; Chiastra, Claudio; Burzotta, Francesco
AI-driven framework for calcium detection in atherosclerotic lesions using intracoronary optical coherence tomography
2025 Cardaci, Camilla; Sperti, Michela; Bruno, Francesco; Shah, Syed Taimoor Hussain; De Nisco, Giuseppe; Cerrato, Enrico; Angelo Canova, Paolo; Morbiducci, Umberto; Piccolo, Raffaele; Burzotta, Francesco; D’Ascenzo, Fabrizio; Deriu, Marco Agostino; Chiastra, Claudio
Artificial Intelligence-based Approaches for Characterizing Plaque Components From Intravascular Optical Coherence Tomography Imaging: Integration Into Clinical Decision Support Systems
2025 Sperti, Michela; Cardaci, Camilla; Bruno, Francesco; Shah, Syed Taimoor Hussain; Panagiotopoulos, Konstantinos; Kassem, Karim; De Nisco, Giuseppe; Morbiducci, Umberto; Piccolo, Raffaele; Burzotta, Francesco; D’Ascenzo, Fabrizio; Deriu, Marco Agostino; Chiastra, Claudio
An innovative artificial intelligence-based method to compress complex models into explainable, model-agnostic and reduced decision support systems with application to healthcare (NEAR)
2024 Kassem, Karim; Sperti, Michela; Cavallo, Andrea; Vergani, Andrea Mario; Fassino, Davide; Moz, Monica; Liscio, Alessandro; Banali, Riccardo; Dahlweid, Michael; Benetti, Luciano; Bruno, Francesco; Gallone, Guglielmo; De Filippo, Ovidio; Iannaccone, Mario; D'Ascenzo, Fabrizio; De Ferrari, Gaetano Maria; Morbiducci, Umberto; Della Valle, Emanuele; Deriu, Marco Agostino
Intelligenza Artificiale In Sanità: Proposta Di Una Nuova Metodologia Medico-legale In Materia Di Responsabilita Medica
2024 Cecchi, Rossana; Calabrò, Francesco; Haja, Tudor Mihai; Sperti, Michela; Zizzi, Eric Adriano; Deriu, Marco Agostino
Predicting Personalized Pathological Risks and Dynamics in Cardiology - How to Exploit Data-Driven Approaches in Clinical Decision Support Systems
2024 Sperti, Michela
An innovative MedIcaL dEcision Support tool for neurological ouTcome predictiOn from post-resuscitatioN Electrocardiograms (MILESTONE)
2023 Gentile, Fr; Shah, Sth; Sperti, M; Panagiotopoulos, K; Primi, R; Bendotti, S; Currao, A; Compagnoni, S; Baldi, E; Lopiano, C; Vicini Scajola, L; Marconi, G; Deriu, Ma; Savastano, S
Extraction of physicochemical properties from the fluorescence spectrum with 1D convolutional neural networks: Application to olive oil
2023 Venturini, Francesca; Sperti, Michela; Michelucci, Umberto; Gucciardi, Arnaud; Martos, Vanessa M.; Deriu, Marco A.
Understanding the learning mechanism of convolutional neural network applied to fluorescence spectra
2023 Venturini, F.; Michelucci, U.; Sperti, M.; Gucciardi, A.; Deriu, M. A.
Cardiovascular risk prediction: from classical statistical methods to machine learning approaches
2022 Sperti, Michela; Malavolta, Marta; Staunovo Polacco, Federica; Dellavalle, Annalisa; Ruggieri, Rossella; Bergia, Sara; Fazio, Alice; Santoro, Carmine; Deriu, Marco A.
Chemical analysis of olive oils from fluorescence spectra thanks to one-dimensional convolutional neural networks
2022 Sperti, M; Michelucci, U; Venturini, F; Gucciardi, A; Deriu, Ma
Compact optical fluorescence sensor for food quality control using artificial neural networks: application to olive oil
2022 Gucciardi, A; Michelucci, U; Venturini, F; Sperti, M; Martos, Vm; Deriu, Ma
One-dimensional convolutional neural networks design for fluorescence spectroscopy with prior knowledge: explainability techniques applied to olive oil fluorescence spectra
2022 Venturini, F; Michelucci, U; Sperti, M; Gucciardi, A; Deriu, Ma
A Machine Learning Approach for Mortality Prediction in COVID-19 Pneumonia: Development and Evaluation of the Piacenza Score
2021 Halasz, Geza; Sperti, Michela; Villani, Matteo; Michelucci, Umberto; Agostoni, Piergiuseppe; Biagi, Andrea; Rossi, Luca; Botti, Andrea; Mari, Chiara; Maccarini, Marco; Pura, Filippo; Roveda, Loris; Nardecchia, Alessia; Mottola, Emanuele; Nolli, Massimo; Salvioni, Elisabetta; Mapelli, Massimo; Deriu, Marco Agostino; Piga, Dario; Piepoli, Massimo
A Model-Agnostic Algorithm for Bayes Error Determination in Binary Classification
2021 Michelucci, Umberto; Sperti, Michela; Piga, Dario; Venturini, Francesca; Deriu, Marco A.
Exploration of Spanish Olive Oil Quality with a Miniaturized Low-Cost Fluorescence Sensor and Machine Learning Techniques
2021 Venturini, Francesca; Sperti, Michela; Michelucci, Umberto; Herzig, Ivo; Baumgartner, Michael; Palau Caballero, Josep; Jimenez, Arturo; Deriu, MARCO AGOSTINO
JAK Inhibitors in Immune-Mediated Rheumatic Diseases: from a Molecular Perspective to Clinical Studies
2021 Sperti, Michela; Malavolta, Marta; Ciniero, Gloria; Borrelli, Simone; Cavaglià, Marco; Muscat, Stefano; Tuszynski, JACEK ADAM; Afeltra, Antonella; Paolo Emanuele Margiotta, Domenico; Navarini, Luca
Machine learning approaches as an alternative to traditional statistical methods in cardiovascular risk prediction
2021 Sperti, Michela; D’Ascenzo, Fabrizio; Navarini, Luca; Di Benedetto, Giacomo; Afeltra, Antonella; Giacomelli, Roberto; Deriu, Marco A.
A machine-learning approach to cardiovascular risk prediction in psoriatic arthritis
2020 Navarini, L.; Sperti, M.; Currado, D.; Costa, L.; Deriu, M. A.; Margiotta, D. P. E.; Tasso, M.; Scarpa, R.; Afeltra, A.; Caso, F.
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Artificial intelligence in healthcare: Proposal for a new medico-legal methodology in medical liability / Cecchi, R., Calabrò, F., Camatti, J., Santunione, A.L., Sperti, M., Zizzi, E.A., Deriu, A.M.. - In: LEGAL MEDICINE. - ISSN 1344-6223. - ELETTRONICO. - 80:(2026). [10.1016/j.legalmed.2025.102764] | 1-gen-2026 | Sperti, MichelaZizzi, Eric AdrianoDeriu, Agostino Marco + | 1-s2.0-S1344622325001981-main.pdf |
| Adverse cardiovascular events in coronary Plaques not undeRgoing pErcutaneous coronary intervention evaluateD with optIcal Coherence Tomography. The PREDICT-AI risk model / Bruno, F., Immobile Molaro, M., Sperti, M., Bianchini, F., Chu, M., Cardaci, C., Wańha, W., Gasior, P., Zecchino, S., Pavani, M., Vergallo, R., Biscaglia, S., Cerrato, E., Gabrio Secco, G., Mennuni, M., Mancone, M., De Filippo, O., Mattesini, A., Canova, P., Boi, A., et al.. - In: OPEN HEART. - ISSN 2053-3624. - 12:2(2025), pp. 1-7. [10.1136/openhrt-2025-003389] | 1-gen-2025 | Michela SpertiCamilla CardaciMarco PavaniUmberto MorbiducciMarco DeriuFabrizio D'AscenzoClaudio Chiastra + | 2025_Bruno_Adverse cardiovascular events in coronary Plaques not undeRgoing pErcutaneous coronary intervention evaluateD with optIcal Coherence Tomography. The PREDICT-AI risk model.pdf |
| AI-driven framework for calcium detection in atherosclerotic lesions using intracoronary optical coherence tomography / Cardaci, C., Sperti, M., Bruno, F., Shah, S.T.H., De Nisco, G., Cerrato, E., Angelo Canova, P., Morbiducci, U., Piccolo, R., Burzotta, F., D’Ascenzo, F., Deriu, M.A., Chiastra, C.. - (2025). (IX Congress of the National Group of Bioengineering (GNB 2025) Palermo (Ita) June 16-18 2025). | 1-gen-2025 | Camilla CardaciMichela SpertiSyed Taimoor Hussain ShahGiuseppe De NiscoUmberto MorbiducciFabrizio D’AscenzoMarco Agostino DeriuClaudio Chiastra + | GNB_2025_paper_18.pdf |
| Artificial Intelligence-based Approaches for Characterizing Plaque Components From Intravascular Optical Coherence Tomography Imaging: Integration Into Clinical Decision Support Systems / Sperti, M., Cardaci, C., Bruno, F., Shah, S.T.H., Panagiotopoulos, K., Kassem, K., De Nisco, G., Morbiducci, U., Piccolo, R., Burzotta, F., D’Ascenzo, F., Deriu, M.A., Chiastra, C.. - In: REVIEWS IN CARDIOVASCULAR MEDICINE. - ISSN 1530-6550. - 26:7(2025), pp. 1-23. [10.31083/RCM39210] | 1-gen-2025 | Michela SpertiCamilla CardaciSyed Taimoor Hussain ShahKonstantinos PanagiotopoulosKarim KassemGiuseppe De NiscoUmberto MorbiducciFabrizio D’AscenzoMarco Agostino DeriuClaudio Chiastra + | 7dcd8a65b5767ff9bbfad221b510aeb1.pdf |
| An innovative artificial intelligence-based method to compress complex models into explainable, model-agnostic and reduced decision support systems with application to healthcare (NEAR) / Kassem, K., Sperti, M., Cavallo, A., Vergani, A.M., Fassino, D., Moz, M., Liscio, A., Banali, R., Dahlweid, M., Benetti, L., Bruno, F., Gallone, G., De Filippo, O., Iannaccone, M., D'Ascenzo, F., De Ferrari, G.M., Morbiducci, U., Della Valle, E., Deriu, M.A.. - In: ARTIFICIAL INTELLIGENCE IN MEDICINE. - ISSN 0933-3657. - 151:(2024). [10.1016/j.artmed.2024.102841] | 1-gen-2024 | Kassem, KarimSperti, MichelaCavallo, AndreaFassino, DavideMorbiducci, UmbertoDeriu, Marco Agostino + | 1-s2.0-S0933365724000836-main.pdf |
| Intelligenza Artificiale In Sanità: Proposta Di Una Nuova Metodologia Medico-legale In Materia Di Responsabilita Medica / Cecchi, R., Calabrò, F., Haja, T.M., Sperti, M., Zizzi, E.A., Deriu, M.A.. - In: RIVISTA ITALIANA DI MEDICINA LEGALE E DEL DIRITTO IN CAMPO SANITARIO. - ISSN 2499-2860. - STAMPA. - 3-4:(2024), pp. 441-462. | 1-gen-2024 | Sperti, MichelaZizzi, Eric AdrianoDeriu, Marco Agostino + | R.P. e I.A. RIML.pdf |
| Predicting Personalized Pathological Risks and Dynamics in Cardiology - How to Exploit Data-Driven Approaches in Clinical Decision Support Systems / Sperti, Michela. - (2024 Jul 11), pp. 1-173. | 11-lug-2024 | SPERTI, MICHELA | PhD_Thesis_Michela_Sperti_Review.pdf; PhD_Thesis_Abstract_Michela_Sperti_Review.pdf |
| An innovative MedIcaL dEcision Support tool for neurological ouTcome predictiOn from post-resuscitatioN Electrocardiograms (MILESTONE) / Gentile, Fr; Shah, Sth; Sperti, M; Panagiotopoulos, K; Primi, R; Bendotti, S; Currao, A; Compagnoni, S; Baldi, E; Lopiano, C; Vicini Scajola, L; Marconi, G; Deriu, Ma; Savastano, S. - In: EUROPEAN HEART JOURNAL. - ISSN 1522-9645. - 44:Issue Supplement_2(2023). [10.1093/eurheartj/ehad655.650] | 1-gen-2023 | STH ShahM SpertiK PanagiotopoulosMA Deriu + | ehad655.650.pdf |
| Extraction of physicochemical properties from the fluorescence spectrum with 1D convolutional neural networks: Application to olive oil / Venturini, F., Sperti, M., Michelucci, U., Gucciardi, A., Martos, V.M., Deriu, M.A.. - In: JOURNAL OF FOOD ENGINEERING. - ISSN 0260-8774. - ELETTRONICO. - 336:(2023), p. 111198. [10.1016/j.jfoodeng.2022.111198] | 1-gen-2023 | Michela SpertiMarco A. Deriu + | Extraction of physicochemical properties from the fluorescence spectrum with 1D convolutional neural networks Application to olive oil.pdf |
| Understanding the learning mechanism of convolutional neural network applied to fluorescence spectra / Venturini, F., Michelucci, U., Sperti, M., Gucciardi, A., Deriu, M.A.. - 12438:(2023), p. 50. (SPIE OPTO, 2023 ) [10.1117/12.2647809]. | 1-gen-2023 | Sperti M.Deriu M. A. + | 124380O.pdf |
| Cardiovascular risk prediction: from classical statistical methods to machine learning approaches / Sperti, M., Malavolta, M., Staunovo Polacco, F., Dellavalle, A., Ruggieri, R., Bergia, S., Fazio, A., Santoro, C., Deriu, M.A.. - In: MINERVA CARDIOLOGY AND ANGIOLOGY. - ISSN 2724-5683. - 70:1(2022), pp. 102-122. [10.23736/S2724-5683.21.05868-3] | 1-gen-2022 | SPERTI, MichelaMALAVOLTA, MartaRUGGIERI, RossellaBERGIA, SaraFAZIO, AliceSANTORO, CarmineDERIU, Marco A. + | Post-print.pdf; Minerva Cardiol Angiol-5868_Proof in PDf.pdf |
| Chemical analysis of olive oils from fluorescence spectra thanks to one-dimensional convolutional neural networks / Sperti, M., Michelucci, U., Venturini, F., Gucciardi, A., Deriu, M.a.. - 12139:(2022), p. 81. (SPIE Photonics Europe ) [10.1117/12.2621666]. | 1-gen-2022 | Sperti, MDeriu, MA + | Proceeding_SPIE_2022___Comparison_FFNN_CNN.pdf |
| Compact optical fluorescence sensor for food quality control using artificial neural networks: application to olive oil / Gucciardi, A., Michelucci, U., Venturini, F., Sperti, M., Martos, V.m., Deriu, M.a.. - 12139:(2022), p. 80. (SPIE Photonics Europe ) [10.1117/12.2621588]. | 1-gen-2022 | Sperti, MDeriu, MA + | Proceeding_SPIE_2022___Classification.pdf |
| One-dimensional convolutional neural networks design for fluorescence spectroscopy with prior knowledge: explainability techniques applied to olive oil fluorescence spectra / Venturini, F., Michelucci, U., Sperti, M., Gucciardi, A., Deriu, M.a.. - 12139:(2022), p. 60. (SPIE Photonics Europe ) [10.1117/12.2621646]. | 1-gen-2022 | Sperti, MDeriu, MA + | Proceeding_SPIE_2022___Feature_maps_and_explainability.pdf |
| A Machine Learning Approach for Mortality Prediction in COVID-19 Pneumonia: Development and Evaluation of the Piacenza Score / Halasz, G., Sperti, M., Villani, M., Michelucci, U., Agostoni, P., Biagi, A., Rossi, L., Botti, A., Mari, C., Maccarini, M., Pura, F., Roveda, L., Nardecchia, A., Mottola, E., Nolli, M., Salvioni, E., Mapelli, M., Deriu, M.A., Piga, D., Piepoli, M.. - In: JMIR. JOURNAL OF MEDICAL INTERNET RESEARCH. - ISSN 1438-8871. - 23:5(2021), p. e29058. [10.2196/29058] | 1-gen-2021 | Sperti, MichelaDeriu, Marco Agostino + | PDF.pdf |
| A Model-Agnostic Algorithm for Bayes Error Determination in Binary Classification / Michelucci, U., Sperti, M., Piga, D., Venturini, F., Deriu, M.A.. - In: ALGORITHMS. - ISSN 1999-4893. - 14:11(2021), p. 301. [10.3390/a14110301] | 1-gen-2021 | Michela SpertiMarco A. Deriu + | algorithms-14-00301.pdf |
| Exploration of Spanish Olive Oil Quality with a Miniaturized Low-Cost Fluorescence Sensor and Machine Learning Techniques / Venturini, F., Sperti, M., Michelucci, U., Herzig, I., Baumgartner, M., Palau Caballero, J., Jimenez, A., Deriu, M.A.. - In: FOODS. - ISSN 2304-8158. - 10:5(2021), p. 1010. [10.3390/foods10051010] | 1-gen-2021 | Michela SpertiMarco Agostino Deriu + | foods-10-01010-v2.pdf |
| JAK Inhibitors in Immune-Mediated Rheumatic Diseases: from a Molecular Perspective to Clinical Studies / Sperti, M., Malavolta, M., Ciniero, G., Borrelli, S., Cavaglià, M., Muscat, S., Tuszynski, J.A., Afeltra, A., Paolo Emanuele Margiotta, D., Navarini, L.. - In: JOURNAL OF MOLECULAR GRAPHICS & MODELLING. - ISSN 1093-3263. - 104:(2021), p. 107789. [10.1016/j.jmgm.2020.107789] | 1-gen-2021 | Michela SpertiMarta MalavoltaGloria CinieroSimone BorrelliMarco CavagliàJacek Adam Tuszynski + | 1-s2.0-S1093326320305787-main.pdf |
| Machine learning approaches as an alternative to traditional statistical methods in cardiovascular risk prediction / Sperti, M., D’Ascenzo, F., Navarini, L., Di Benedetto, G., Afeltra, A., Giacomelli, R., Deriu, M.A.. - In: BIOMEDICAL SCIENCE AND ENGINEERING. - ISSN 2531-9892. - 4:(2021). (III Convegno Annuale "L'era delle 3R: modelli in silico, in vitro e in vivo per promuovere la ricerca traslazionale" ) [10.4081/bse.2021.195]. | 1-gen-2021 | Sperti, MichelaDeriu, Marco A. + | 195-Article Text-755-1-10-20210929.pdf |
| A machine-learning approach to cardiovascular risk prediction in psoriatic arthritis / Navarini, L., Sperti, M., Currado, D., Costa, L., Deriu, M.A., Margiotta, D.P.E., Tasso, M., Scarpa, R., Afeltra, A., Caso, F.. - In: RHEUMATOLOGY. - ISSN 1462-0324. - 59:7(2020), pp. 1767-1769. [10.1093/rheumatology/kez677] | 1-gen-2020 | Sperti M.Deriu M. A. + | Navarini_PsA.pdf |