{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T09:03:42Z","timestamp":1784192622956,"version":"3.55.0"},"reference-count":57,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2026,7,15]],"date-time":"2026-07-15T00:00:00Z","timestamp":1784073600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Entropy"],"abstract":"<jats:p>The analysis of earthquake-induced damage scenarios at the urban scale is a fundamental tool for seismic risk assessment and mitigation and the management of urbanized areas exposed to seismic hazards. This paper presents a methodology for simulating earthquake damage scenarios over large urban territories that explicitly accounts for the cumulative effects of seismic sequences. The proposed approach models the progressive accumulation of structural damage and the resulting evolution of building vulnerability under repeated seismic loading. From a complex systems perspective, the methodology describes urban areas as collections of buildings whose vulnerability evolves through memory-dependent processes. Under this framework, the final damage scenario emerges from the cumulative effects of the entire seismic history rather than from the contribution of individual earthquakes considered in isolation. The study extends previous work by the authors, in which instrumentally derived macroseismic intensity maps were integrated with observed building damage data from the 2009 L\u2019Aquila seismic sequence. The results demonstrated that the methodology could successfully reproduce the spatial distribution of observed damage when considering not only the mainshock but also all seismic events exceeding a selected magnitude threshold. In this contribution, new developments of the calibration procedure are presented, together with applications to the 2013 Garfagnana-Lunigiana and the 2016\u20132017 Central Italy seismic sequences. Through a comparative analysis of these case studies, the influence of different seismic sequence characteristics and building stock features on damage evolution is investigated. The results provide further insight into the capabilities and limitations of the proposed methodology, highlighting its potential as a tool for interpreting post-earthquake damage patterns and supporting seismic risk assessment and mitigation strategies.<\/jats:p>","DOI":"10.3390\/e28070807","type":"journal-article","created":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T08:08:34Z","timestamp":1784189314000},"page":"807","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Modelling Cumulative Seismic Damage at the Urban Scale"],"prefix":"10.3390","volume":"28","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-6469-5049","authenticated-orcid":false,"given":"Rosa Maria","family":"Sava","sequence":"first","affiliation":[{"name":"Department of Physics and Astronomy \u201cEttore Majorana\u201d, University of Catania, Via Santa Sofia 64, 95123 Catania, Italy"},{"name":"INFN Sezione di Catania, Via Santa Sofia 64, 95123 Catania, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2929-5044","authenticated-orcid":false,"given":"Annalisa","family":"Greco","sequence":"additional","affiliation":[{"name":"Department of Civil-Industrial Engineering and Architecture, University of Catania, Via Santa Sofia 64, 95123 Catania, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9368-5800","authenticated-orcid":false,"given":"Alessandro","family":"Pluchino","sequence":"additional","affiliation":[{"name":"Department of Physics and Astronomy \u201cEttore Majorana\u201d, University of Catania, Via Santa Sofia 64, 95123 Catania, Italy"},{"name":"INFN Sezione di Catania, Via Santa Sofia 64, 95123 Catania, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8290-8183","authenticated-orcid":false,"given":"Andrea","family":"Rapisarda","sequence":"additional","affiliation":[{"name":"Department of Physics and Astronomy \u201cEttore Majorana\u201d, University of Catania, Via Santa Sofia 64, 95123 Catania, Italy"},{"name":"INFN Sezione di Catania, Via Santa Sofia 64, 95123 Catania, Italy"},{"name":"Complexity Science Hub, Metternichgasse 8, 1030 Vienna, Austria"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2026,7,15]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1785\/0220230199","article-title":"SimplETAS: A Benchmark Earthquake Forecasting Model Suitable for Operational Purposes and Seismic Hazard Analysis","volume":"95","author":"Mancini","year":"2024","journal-title":"Seismol. Res. Lett."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"2501","DOI":"10.1093\/gji\/ggad256","article-title":"Operational Earthquake Forecasting in Italy: Validation after 10 Yr of Operativity","volume":"234","author":"Spassiani","year":"2023","journal-title":"Geophys. J. Int."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Greco, A., Caddemi, S., Cali\u00f2, I., and Fiore, I. (2022). A Review of Simplified Numerical Beam-like Models of Multi-Storey Framed Buildings. Buildings, 12.","DOI":"10.3390\/buildings12091397"},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Greco, A., Fiore, I., Occhipinti, G., Caddemi, S., Spina, D., and Cali\u00f2, I. (2020). An Equivalent Non-Uniform Beam-Like Model for Dynamic Analysis of Multi-Storey Irregular Buildings. Appl. Sci., 10.","DOI":"10.20944\/preprints202002.0371.v1"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"117852","DOI":"10.1016\/j.engstruct.2024.117852","article-title":"An Inelastic Beam-Like Model for Nonlinear Dynamic Analyses of Multi-Storey Buildings","volume":"308","author":"Fiore","year":"2024","journal-title":"Eng. Struct."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1007\/s10518-006-9024-z","article-title":"Macroseismic and Mechanical Models for the Vulnerability and Damage Assessment of Current Buildings","volume":"4","author":"Lagomarsino","year":"2006","journal-title":"Bull. Earthq. Eng."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1016\/j.ijdrr.2017.09.014","article-title":"The Forgotten Vulnerability: A Geology- and History-Based Approach for Ranking the Seismic Risk of Earthquake-Prone Communities of the Italian Apennines","volume":"25","author":"Valensise","year":"2017","journal-title":"Int. J. Disaster Risk Reduct."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"4435","DOI":"10.1007\/s10518-021-01132-x","article-title":"Evolution of the Seismic Vulnerability of Masonry Buildings Based on the Damage Data from L\u2019Aquila 2009 Event","volume":"19","author":"Scala","year":"2021","journal-title":"Bull. Earthq. Eng."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"3687","DOI":"10.1007\/s10518-018-0352-6","article-title":"Damage Classification and Derivation of Damage Probability Matrices from L\u2019Aquila (2009) Post-Earthquake Survey Data","volume":"16","author":"Rosti","year":"2018","journal-title":"Bull. Earthq. Eng."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"3077","DOI":"10.1007\/s10518-020-00954-5","article-title":"Empirical Vulnerability Curves for Italian Mansory Buildings: Evolution of Vulnerability Model from the DPM to Curves as a Function of Accelertion","volume":"19","author":"Zuccaro","year":"2021","journal-title":"Bull. Earthq. Eng."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"3057","DOI":"10.1007\/s10518-020-00845-9","article-title":"Empirical Fragility Curves for Italian URM Buildings","volume":"19","author":"Rosti","year":"2021","journal-title":"Bull. Earthq. Eng."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"3165","DOI":"10.1007\/s10518-020-00971-4","article-title":"Empirical Fragility Curves for Italian Residential RC Buildings","volume":"19","author":"Rosti","year":"2021","journal-title":"Bull. Earthq. Eng."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"3129","DOI":"10.1007\/s10518-021-01063-7","article-title":"The heuristic vulnerability model: Fragility curves for masonry buildings","volume":"19","author":"Lagomarsino","year":"2021","journal-title":"Bull. Earthq. Eng."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"3209","DOI":"10.1007\/s10518-021-01120-1","article-title":"Comparative Analysis of the Fragility Curves for Italian Residential Masonry and RC Buildings","volume":"19","author":"Rosti","year":"2021","journal-title":"Bull. Earthq. Eng."},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Ferranti, G., Greco, A., Pluchino, A., Rapisarda, A., and Scibilia, A. (2024). Seismic Vulnerability Assessment at an Urban Scale by Means of Machine Learning Techniques. Buildings, 14.","DOI":"10.3390\/buildings14020309"},{"key":"ref_16","first-page":"157","article-title":"Implications of Cumulated Seismic Damage on the Seismic Performance of Unreinforced Masonry Buildings","volume":"47","author":"Mouyiannou","year":"2014","journal-title":"Bull. N. Z. Soc. Earthq. Eng."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1016\/j.soildyn.2018.01.010","article-title":"Energy distribution in RC shear wall-frame structures subject to repeated earthquakes","volume":"107","author":"Jamnani","year":"2018","journal-title":"Soil Dyn. Earthq. Eng."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"1007","DOI":"10.1002\/eqe.3275","article-title":"Seismic Damage Accumulation in Multiple Mainshock\u2013Aftershock Sequences","volume":"49","author":"Iervolino","year":"2020","journal-title":"Earthq. Eng. Struct. Dyn."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"1172","DOI":"10.1002\/eqe.4304","article-title":"Considering Cumulative Damage in URM Buildings for Clustered Seismicity Assessment","volume":"54","author":"Inarritu","year":"2025","journal-title":"Earthq. Eng. Struct. Dyn."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"2279","DOI":"10.1007\/s10518-026-02363-6","article-title":"Cumulative Effects Due to Seismic Sequences in RC Frames Designed with Force- and Energy-Based Approaches","volume":"24","author":"Mollaioli","year":"2026","journal-title":"Bull. Earthq. Eng."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Goretti, A., Faravelli, M., Casarotti, C., Borzi, B., and Quaroni, D. (2025). A Web-GIS Platform for Real-Time Scenario-Based Seismic Risk Assessment at National Level. Geosciences, 15.","DOI":"10.20944\/preprints202508.1053.v1"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1","DOI":"10.26443\/seismica.v4i1.1238","article-title":"Real-Time Loss Tools: Open-Source Software for Time- and State-Dependent Seismic Damage and Loss Calculations\u2014Features and Application to the 2023 T\u00fcrkiye-Syria Sequence","volume":"4","author":"Nievas","year":"2025","journal-title":"Seismica"},{"key":"ref_23","unstructured":"Guidoboni, E., and Ebel, J.E. (2009). Earthquakes and Tsunamis in the Past: A Guide to Techniques in Historical Seismology, Cambridge University Press."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"759","DOI":"10.1785\/0220220038","article-title":"The Influence of Cumulative Intensity on Macroseismic Source Parameters: The Case of 2016\u20132017 and 1703 Seismic Sequences (Central Italy)","volume":"94","author":"Graziani","year":"2023","journal-title":"Seismol. Res. Lett."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"759","DOI":"10.1007\/s10518-024-02073-x","article-title":"Analysis of the Macroseismic Cumulative Damage in the Seismic Sequences in Italy","volume":"23","author":"Vannucci","year":"2025","journal-title":"Bull. Earthq. Eng."},{"key":"ref_26","unstructured":"Guidoboni, E., Ferrari, G., Mariotti, D., Comastri, A., Tarabusi, G., Sgattoni, G., and Valensise, G. (2018). CFTI5Med, Catalogo dei Forti Terremoti in Italia (461 a.C.-1997) e Nell\u2019area Mediterranea (760 a.C.-1500), Istituto Nazionale di Geofisica e Vulcanologia (INGV)."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1038\/s41597-019-0091-9","article-title":"CFTI5Med, the New Release of the Catalogue of Strong Earthquakes in Italy and in the Mediterranean Area","volume":"6","author":"Guidoboni","year":"2019","journal-title":"Sci. Data"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"2953","DOI":"10.1007\/s10518-020-00818-y","article-title":"The Italian Earthquake Catalogue CPTI15","volume":"18","author":"Rovida","year":"2020","journal-title":"Bull. Earthq. Eng."},{"key":"ref_29","unstructured":"Rovida, A., Locati, M., Camassi, R., Lolli, B., Gasperini, P., and Antonucci, A. (2022). Catalogo Parametrico dei Terremoti Italiani (CPTI15), Istituto Nazionale di Geofisica e Vulcanologia (INGV). Versione 4.0 [Data Set]."},{"key":"ref_30","unstructured":"Dolce, M., Speranza, E., Giordano, F., Borzi, B., Bocchi, F., Conte, C., Di Meo, A., Faravelli, M., and Pascale, V. (2017). Da.D.O. Uno Strumento per la Consultazione e la Comparazione del Danno Osservato Relativo ai Pi\u00f9 Significativi Eventi Sismici in Italia dal 1976. Atti del XVII Convegno ANIDIS \u201cL\u2019ingegneria Sismica in Italia\u201d, Pistoia, Italy, 17\u201321 September 2017, Pisa University Press."},{"key":"ref_31","first-page":"141","article-title":"Observed Damage Database of Past Italian Earthquakes: The Da.D.O. WebGIS","volume":"60","author":"Dolce","year":"2019","journal-title":"Boll. Geofis. Teor. Appl."},{"key":"ref_32","unstructured":"Baggio, C., Bernardini, A., Colozza, R., Corazza, L., Della Bella, M., Di Pasquale, G., Dolce, M., Goretti, A., Martinelli, A., and Orsini, G. (2002). Manuale per la Compilazione Della Scheda di 1\u00b0 Livello di Rilevamento del Danno, Pronto Intervento e Agibilit\u00e0 per Edifici Ordinari Nell\u2019Emergenza Post-Sismica (AeDES)."},{"key":"ref_33","unstructured":"Dolce, M., Papa, F., and Pazza, A. (2014). Manuale per la Compilazione Della Scheda di 1\u00b0 Livello di Rilevamento del Danno, Pronto Intervento e Agibilit\u00e0 per Edifici Ordinari Nell\u2019Emergenza Post-Sismica (AeDES)."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"5535","DOI":"10.1007\/s10518-019-00645-w","article-title":"Investigation on Damage Progression during the 2016\u20132017 Seismic Sequence in Central Italy Using the European Macroseismic Scale (EMS-98)","volume":"17","author":"Graziani","year":"2019","journal-title":"Bull. Earthq. Eng."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Greco, A., Pluchino, A., Barbarossa, L., Barreca, G., Cali\u00f2, I., Martinico, F., and Rapisarda, A. (2019). A New Agent-Based Methodology for the Seismic Vulnerability Assessment of Urban Areas. ISPRS Int. J. Geo-Inf., 8.","DOI":"10.3390\/ijgi8060274"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1007\/s11069-023-05995-y","article-title":"Seismic Risk Assessment of a Large Metropolitan Area by Means of Simulated Earthquakes","volume":"118","author":"Fischer","year":"2023","journal-title":"Nat. Hazards"},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Sava, R.M., Arcoraci, R., Greco, A., Pluchino, A., and Rapisarda, A. (2025). Simulations of Damage Scenarios in Urban Areas: The Case of the Seismic Sequence of L\u2019Aquila 2009. Buildings, 15.","DOI":"10.20944\/preprints202510.0131.v1"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"688","DOI":"10.1785\/gssrl.79.5.688","article-title":"Shakemap Implementation in Italy","volume":"79","author":"Michelini","year":"2008","journal-title":"Seismol. Res. Lett."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1785\/0220190130","article-title":"The New ShakeMap in Italy: Progress and Advances in the Last 10 Yr","volume":"91","author":"Michelini","year":"2020","journal-title":"Seismol. Res. Lett."},{"key":"ref_40","unstructured":"ISIDe Working Group (2007). Italian Seismological Instrumental and Parametric Database (ISIDe), Istituto Nazionale di Geofisica e Vulcanologia (INGV)."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"210","DOI":"10.1016\/j.tecto.2008.12.007","article-title":"Analysis of the 9 September 1998 Mw 5.6 Mercure Earthquake Sequence (Southern Apennines, Italy): A Multidisciplinary Approach","volume":"476","author":"Brozzetti","year":"2009","journal-title":"Tectonophysics"},{"key":"ref_42","unstructured":"Camassi, R., and Ercolani, E. (2003). Rilievo Macrosismico del Terremoto del 26 Gennaio 2003 ore 20:15 (GMT) [Agg. ore 14:00 del 29.01.2003], Istituto Nazionale di Geofisica e Vulcanologia (INGV). Rapporto Tecnico QUEST."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"2746","DOI":"10.1109\/JSTARS.2014.2313640","article-title":"X- and C-Band SAR Surface Displacement for the 2013 Lunigiana Earthquake (Northern Italy): A Breached Relay Ramp?","volume":"7","author":"Stramondo","year":"2014","journal-title":"IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1016\/j.tecto.2014.09.005","article-title":"The 2013 Lunigiana (Central Italy) Earthquake: Seismic Source Analysis from DInSAR and Seismological Data, and Geodynamical Implications for the Northern Apennines","volume":"636","author":"Pezzo","year":"2014","journal-title":"Tectonophysics"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1016\/j.tecto.2015.07.041","article-title":"The 2013 Lunigiana (Central Italy) Earthquake: Seismic Source Analysis from DInSar and Seismological Data, and Geodynamic Implications for the Northern Apennines. A Discussion","volume":"668\u2013669","author":"Molli","year":"2016","journal-title":"Tectonophysics"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1038","DOI":"10.1029\/2000TC900023","article-title":"Architecture and seismotectonics of a regional low-angle normal fault zone in Central Italy","volume":"19","author":"Boncio","year":"2000","journal-title":"Tectonics"},{"key":"ref_47","unstructured":"Arcoraci, L., Bernardini, F., Brizuela, B., Ercolani, E., Graziani, L., Leschiutta, I., Maramai, A., Tertulliani, A., and Vecchi, M. (2013). Rapporto Macrosismico sul Terremoto del 21 Giugno 2013 (ML 5.2) in Lunigiana e Garfagnana (Province di Massa-Carrara e di Lucca) (aggiornato al 30 Giugno 2013), Istituto Nazionale di Geofisica e Vulcanologia (INGV). Rapporto Tecnico QUEST."},{"key":"ref_48","unstructured":"ISTAT (2011). 15\u00b0 Censimento Della Popolazione e Delle Abitazioni 2011."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"2138","DOI":"10.1002\/2016GL071859","article-title":"Coseismic Ruptures of the 24 August 2016, Mw 6.0 Amatrice Earthquake (Central Italy)","volume":"44","author":"Pucci","year":"2017","journal-title":"Geophys. Res. Lett."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1080\/17445647.2018.1441756","article-title":"Surface Ruptures Following the 30 October 2016 Mw 6.5 Norcia Earthquake, Central Italy","volume":"14","author":"Civico","year":"2018","journal-title":"J. Maps"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1785\/0220160221","article-title":"The 2016 Central Italy Seismic Sequence: A First Look at the Mainshocks, Aftershocks, and Source Models","volume":"88","author":"Chiaraluce","year":"2017","journal-title":"Seismol. Res. Lett."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1785\/0320210001","article-title":"Machine-Learning-Based High-Resolution Earthquake Catalog Reveals How Complex Fault Structures Were Activated during the 2016\u20132017 Central Italy Sequence","volume":"1","author":"Tan","year":"2021","journal-title":"Seism. Rec."},{"key":"ref_53","unstructured":"Galli, P., Peronace, E., and Tertulliani, A. (2016). Rapporto Sugli Effetti Macrosismici del Terremoto del 24 Agosto 2016 di Amatrice in Scala MCS; Rapporto Tecnico QUEST, Istituto Nazionale di Geofisica e Vulcanologia (INGV)."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"13","DOI":"10.4401\/ag-7203","article-title":"The 24 August 2016 Amatrice Earthquake: Macroseismic Survey in the Damage Area and EMS Intensity Assessment","volume":"59","author":"Quest","year":"2016","journal-title":"Ann. Geophys."},{"key":"ref_55","unstructured":"Tertulliani, A., Azzaro, R., Arcoraci, L., Berardi, M., Bernardini, F., Buffarini, G., Camassi, R., Castellano, C., D\u2019Amico, V., and Del Mese, S. (2016). Rilievo Macrosismico per i Terremoti Nell\u2019italia Centrale: Aggiornamento Dopo le Scosse del 26 e 30 Ottobre 2016, Istituto Nazionale di Geofisica e Vulcanologia (INGV). Rapporto tecnico QUEST."},{"key":"ref_56","unstructured":"Azzaro, R., Tertulliani, A., Arcoraci, L., Bernardini, F., Camassi, R., Castellano, C., Del Mese, S., Ercolani, E., Fodarella, A., and Graziani, L. (2017). Rilievo Macrosismico in EMS98 per la Sequenza Sismica in Italia Centrale: Aggiornamento Dopo il 18 Gennaio 2017, Istituto Nazionale di Geofisica e Vulcanologia (INGV). Rapporto Tecnico QUEST."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"2407","DOI":"10.1007\/s10518-019-00556-w","article-title":"The 2016\u20132017 earthquake sequence in central Italy: Macroseismic survey and damage scenario through the EMS-98 intensity assessment","volume":"17","author":"Rossi","year":"2019","journal-title":"Bull. Earthq. Eng."}],"container-title":["Entropy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1099-4300\/28\/7\/807\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T08:10:09Z","timestamp":1784189409000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1099-4300\/28\/7\/807"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,15]]},"references-count":57,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2026,7]]}},"alternative-id":["e28070807"],"URL":"https:\/\/doi.org\/10.3390\/e28070807","relation":{},"ISSN":["1099-4300"],"issn-type":[{"value":"1099-4300","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,15]]}}}