| Machine learning methods for functional recovery prediction and prognosis in post-stroke rehabilitation: a systematic review S Campagnini, C Arienti, M Patrini, P Liuzzi, A Mannini, MC Carrozza Journal of NeuroEngineering and Rehabilitation 19 (1), 54, 2022 | 58 | 2022 |
| Predicting outcome of patients with prolonged disorders of consciousness using machine learning models based on medical complexity P Liuzzi, A Magliacano, F De Bellis, A Mannini, A Estraneo Scientific Reports 12 (1), 13471, 2022 | 29 | 2022 |
| EEG-based methods for recovery prognosis of patients with disorders of consciousness: a systematic review S Ballanti, S Campagnini, P Liuzzi, B Hakiki, M Scarpino, C Macchi, ... Clinical Neurophysiology 144, 98-114, 2022 | 24 | 2022 |
| Cross-validation of predictive models for functional recovery after post-stroke rehabilitation S Campagnini, P Liuzzi, A Mannini, B Basagni, C Macchi, MC Carrozza, ... Journal of NeuroEngineering and Rehabilitation 19 (1), 96, 2022 | 24 | 2022 |
| Effects of control strategies on gait in robot-assisted post-stroke lower limb rehabilitation: a systematic review S Campagnini, P Liuzzi, A Mannini, R Riener, MC Carrozza Journal of NeuroEngineering and Rehabilitation 19 (1), 52, 2022 | 23 | 2022 |
| Merging clinical and EEG biomarkers in an elastic-net regression for disorder of consciousness prognosis prediction P Liuzzi, A Grippo, S Campagnini, M Scarpino, F Draghi, A Romoli, ... IEEE Transactions on Neural Systems and Rehabilitation Engineering 30, 1504-1513, 2022 | 17 | 2022 |
| Machine learning based estimation of dynamic balance and gait adaptability in persons with neurological diseases using inertial sensors P Liuzzi, I Carpinella, D Anastasi, E Gervasoni, T Lencioni, R Bertoni, ... Scientific Reports 13 (1), 8640, 2023 | 15 | 2023 |
| Data-driven prediction of decannulation probability and timing in patients with severe acquired brain injury A Mannini, B Hakiki, P Liuzzi, S Campagnini, A Romoli, F Draghi, ... Computer Methods and Programs in Biomedicine 209, 106345, 2021 | 15 | 2021 |
| Heart rate variability for the evaluation of patients with disorders of consciousness P Liuzzi, S Campagnini, B Hakiki, R Burali, M Scarpino, C Macchi, ... Clinical Neurophysiology 150, 31-39, 2023 | 8 | 2023 |
| Predicting long-term recovery of consciousness in prolonged disorders of consciousness based on coma recovery scale-revised subscores: validation of a machine learning-based … A Magliacano, P Liuzzi, R Formisano, A Grippo, E Angelakis, A Thibaut, ... Brain Sciences 13 (1), 51, 2022 | 8 | 2022 |
| Consciousness-Domain Index: A data-driven clustering-based consciousness labeling P Liuzzi, F De Bellis, A Magliacano, A Estraneo, A Mannini 2022 44th Annual International Conference of the IEEE Engineering in …, 2022 | 8 | 2022 |
| Study and validation of an explainable machine learning-based mortality prediction following emergency surgery in the elderly: a prospective observational study P Fransvea, G Fransvea, P Liuzzi, G Sganga, A Mannini, G Costa International Journal of Surgery 107, 106954, 2022 | 6 | 2022 |
| Cross-Validation of Machine Learning Models for the Functional Outcome Prediction after Post-Stroke Robot-Assisted Rehabilitation S Campagnini, P Liuzzi, S Galeri, A Montesano, M Diverio, F Cecchi, ... 2022 44th Annual International Conference of the IEEE Engineering in …, 2022 | 6 | 2022 |
| Multiplexing biosensor for the detection of extracellular vesicles as biomarkers of tissue damage and recovery after ischemic stroke S Picciolini, V Mangolini, F Rodà, A Montesano, F Arnaboldi, P Liuzzi, ... International Journal of Molecular Sciences 24 (9), 7937, 2023 | 5 | 2023 |
| EEG asymmetry detection in patients with severe acquired brain injuries via machine learning methods L Corsi, P Liuzzi, S Ballanti, M Scarpino, A Maiorelli, R Sterpu, C Macchi, ... Biomedical Signal Processing and Control 79, 104260, 2023 | 5 | 2023 |
| Predicting post COVID-19 rehabilitation duration with linear kernel SVR E Setti, P Liuzzi, S Campagnini, C Fanciullacci, C Arienti, M Patrini, ... 2021 IEEE EMBS International Conference on Biomedical and Health Informatics …, 2021 | 5 | 2021 |
| Predicting SARS-CoV-2 infection duration at hospital admission: a deep learning solution P Liuzzi, S Campagnini, C Fanciullacci, C Arienti, M Patrini, MC Carrozza, ... Medical & Biological Engineering & Computing, 1-12, 2022 | 4 | 2022 |
| Neural coding of autonomic functions in different states of consciousness P Liuzzi, B Hakiki, M Scarpino, R Burali, A Maiorelli, F Draghi, AM Romoli, ... Journal of NeuroEngineering and Rehabilitation 20 (1), 96, 2023 | 3 | 2023 |
| EEG fractal dimensions predict high-level behavioral responses in minimally conscious patients P Liuzzi, B Hakiki, F Draghi, AM Romoli, R Burali, M Scarpino, F Cecchi, ... Journal of Neural Engineering 20 (4), 046038, 2023 | 2 | 2023 |
| The consciousness domain index: External validation and prognostic relevance of a data-driven assessment P Liuzzi, B Hakiki, A Magliacano, G Chiesa, F De Bellis, F Cecchi, ... IEEE Journal of Biomedical and Health Informatics 27 (7), 3559-3568, 2023 | 2 | 2023 |
