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11 results on '"Trescato, Isotta"'

1. Exploring the Impact of Environmental Pollutants on Multiple Sclerosis Progression

Author

Marinello, Elena, Tavazzi, Erica, Longato, Enrico, Bosoni, Pietro, Dagliati, Arianna, Vazifehdan, Mahin, Bellazzi, Riccardo, Trescato, Isotta, Guazzo, Alessandro, Vettoretti, Martina, Tavazzi, Eleonora, Ahmad, Lara, Bergamaschi, Roberto, Cavalla, Paola, Manera, Umberto, Chio, Adriano, and Di Camillo, Barbara

Subjects
Computer Science - Machine Learning
Abstract

Multiple Sclerosis (MS) is a chronic autoimmune and inflammatory neurological disorder characterised by episodes of symptom exacerbation, known as relapses. In this study, we investigate the role of environmental factors in relapse occurrence among MS patients, using data from the H2020 BRAINTEASER project. We employed predictive models, including Random Forest (RF) and Logistic Regression (LR), with varying sets of input features to predict the occurrence of relapses based on clinical and pollutant data collected over a week. The RF yielded the best result, with an AUC-ROC score of 0.713. Environmental variables, such as precipitation, NO2, PM2.5, humidity, and temperature, were found to be relevant to the prediction.

Published
2024

3. Intelligent Disease Progression Prediction: Overview of iDPP@CLEF 2024

Author

Birolo, Giovanni, Bosoni, Pietro, Faggioli, Guglielmo, Aidos, Helena, Bergamaschi, Roberto, Cavalla, Paola, Chiò, Adriano, Dagliati, Arianna, de Carvalho, Mamede, Di Nunzio, Giorgio Maria, Fariselli, Piero, Dominguez, Jose Manuel García, Gromicho, Marta, Guazzo, Alessandro, Longato, Enrico, Madeira, Sara C., Manera, Umberto, Marchesin, Stefano, Menotti, Laura, Silvello, Gianmaria, Tavazzi, Eleonora, Tavazzi, Erica, Trescato, Isotta, Vettoretti, Martina, Di Camillo, Barbara, Ferro, Nicola, Goos, Gerhard, Series Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Goeuriot, Lorraine, editor, Mulhem, Philippe, editor, Quénot, Georges, editor, Schwab, Didier, editor, Di Nunzio, Giorgio Maria, editor, Soulier, Laure, editor, Galuščáková, Petra, editor, García Seco de Herrera, Alba, editor, Faggioli, Guglielmo, editor, and Ferro, Nicola, editor

Published
2024
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5. Intelligent Disease Progression Prediction: Overview of iDPP@CLEF 2023

Author

Faggioli, Guglielmo, Guazzo, Alessandro, Marchesin, Stefano, Menotti, Laura, Trescato, Isotta, Aidos, Helena, Bergamaschi, Roberto, Birolo, Giovanni, Cavalla, Paola, Chiò, Adriano, Dagliati, Arianna, de Carvalho, Mamede, Di Nunzio, Giorgio Maria, Fariselli, Piero, García Dominguez, Jose Manuel, Gromicho, Marta, Longato, Enrico, Madeira, Sara C., Manera, Umberto, Silvello, Gianmaria, Tavazzi, Eleonora, Tavazzi, Erica, Vettoretti, Martina, Di Camillo, Barbara, Ferro, Nicola, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Arampatzis, Avi, editor, Kanoulas, Evangelos, editor, Tsikrika, Theodora, editor, Vrochidis, Stefanos, editor, Giachanou, Anastasia, editor, Li, Dan, editor, Aliannejadi, Mohammad, editor, Vlachos, Michalis, editor, Faggioli, Guglielmo, editor, and Ferro, Nicola, editor

Published
2023
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6. Artificial intelligence and statistical methods for stratification and prediction of progression in amyotrophic lateral sclerosis: A systematic review

Author

Tavazzi, Erica, Longato, Enrico, Vettoretti, Martina, Aidos, Helena, Trescato, Isotta, Roversi, Chiara, Martins, Andreia S., Castanho, Eduardo N., Branco, Ruben, Soares, Diogo F., Guazzo, Alessandro, Birolo, Giovanni, Pala, Daniele, Bosoni, Pietro, Chiò, Adriano, Manera, Umberto, de Carvalho, Mamede, Miranda, Bruno, Gromicho, Marta, Alves, Inês, Bellazzi, Riccardo, Dagliati, Arianna, Fariselli, Piero, Madeira, Sara C., and Di Camillo, Barbara

Published
2023
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7. Intelligent Disease Progression Prediction: Overview of iDPP@CLEF 2022

Author

Guazzo, Alessandro, Trescato, Isotta, Longato, Enrico, Hazizaj, Enidia, Dosso, Dennis, Faggioli, Guglielmo, Di Nunzio, Giorgio Maria, Silvello, Gianmaria, Vettoretti, Martina, Tavazzi, Erica, Roversi, Chiara, Fariselli, Piero, Madeira, Sara C., de Carvalho, Mamede, Gromicho, Marta, Chiò, Adriano, Manera, Umberto, Dagliati, Arianna, Birolo, Giovanni, Aidos, Helena, Di Camillo, Barbara, Ferro, Nicola, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Barrón-Cedeño, Alberto, editor, Da San Martino, Giovanni, editor, Degli Esposti, Mirko, editor, Sebastiani, Fabrizio, editor, Macdonald, Craig, editor, Pasi, Gabriella, editor, Hanbury, Allan, editor, Potthast, Martin, editor, Faggioli, Guglielmo, editor, and Ferro, Nicola, editor

Published
2022
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9. Baseline Machine Learning Approaches To Predict Amyotrophic Lateral Sclerosis Disease Progression

Author

Trescato, Isotta, Guazzo, Alessandro, Longato, Enrico, Hazizaj, Enidia, Roversi, Chiara, Tavazzi, Erica, Vettoretti, Martina, and DI CAMILLO, Barbara

Subjects
Cox Proportional Hazard Model, Survival Support Vector Machine, Baseline, Amyotrophic Lateral Sclerosis, Cox Proportional Hazard Model, Survival Support Vector Machine, Random Survival Forest, Amyotrophic Lateral Sclerosis, Baseline, Random Survival Forest
Published
2022

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