{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,8]],"date-time":"2025-11-08T22:58:15Z","timestamp":1762642695771,"version":"3.37.3"},"reference-count":107,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2022,4,2]],"date-time":"2022-04-02T00:00:00Z","timestamp":1648857600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,4,2]],"date-time":"2022-04-02T00:00:00Z","timestamp":1648857600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Earth Sci Inform"],"published-print":{"date-parts":[[2022,6]]},"DOI":"10.1007\/s12145-022-00797-5","type":"journal-article","created":{"date-parts":[[2022,4,2]],"date-time":"2022-04-02T03:33:56Z","timestamp":1648870436000},"page":"1167-1182","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Application of machine-learning algorithms for tephrochronology: a case study of Plio-Quaternary volcanic fields in the South Aegean Active Volcanic Arc"],"prefix":"10.1007","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8485-0093","authenticated-orcid":false,"given":"G\u00f6ksu","family":"Uslular","sequence":"first","affiliation":[]},{"given":"Fatih","family":"K\u0131y\u0131k\u00e7\u0131","sequence":"additional","affiliation":[]},{"given":"Enis","family":"Karaarslan","sequence":"additional","affiliation":[]},{"given":"Gonca Gen\u00e7alio\u011flu","family":"Ku\u015fcu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,4,2]]},"reference":[{"issue":"3\u20134","key":"797_CR1","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1016\/j.margeo.2008.04.004","volume":"252","author":"AE Aksu","year":"2008","unstructured":"Aksu AE, Jenner G, Hiscott RN, \u0130\u015fler EB (2008) Occurrence, stratigraphy and geochemistry of Late Quaternary tephra layers in the Aegean Sea and the Marmara Sea. Mar Geol 252(3\u20134):174\u2013192","journal-title":"Mar Geol"},{"issue":"1\u20134","key":"797_CR2","doi-asserted-by":"publisher","first-page":"285","DOI":"10.1016\/S0377-0273(99)00127-4","volume":"95","author":"SR Allen","year":"2000","unstructured":"Allen SR, McPhie J (2000) Water-settling and resedimentation of submarine rhyolitic pumice at Yali, eastern Aegean. Greece. J. Volcanol. Geotherm. Res. 95(1\u20134):285\u2013307","journal-title":"Greece. J. Volcanol. Geotherm. Res."},{"issue":"1","key":"797_CR3","doi-asserted-by":"publisher","first-page":"132","DOI":"10.1007\/s005310050251","volume":"88","author":"SR Allen","year":"1999","unstructured":"Allen SR, Stadlbauer E, Keller J (1999) Stratigraphy of the Kos plateau tuff: product of a major quaternary explosive rhyolitic eruption in the eastern Aegean. Greece Int J Earth Sci 88(1):132\u2013156","journal-title":"Greece Int J Earth Sci"},{"key":"797_CR4","doi-asserted-by":"publisher","DOI":"10.1201\/9780429258589","volume-title":"Practical statistics for medical research","author":"DG Altman","year":"1990","unstructured":"Altman DG (1990) Practical statistics for medical research. Chapman and Hall\/CRC, London, 611p"},{"key":"797_CR5","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2019\/6526898","volume":"2019","author":"JC Anzieta","year":"2019","unstructured":"Anzieta JC, Ortiz HD, Arias GL, Ruiz MC (2019) Finding possible precursors for the 2015 Cotopaxi volcano eruption using unsupervised machine learning techniques. Int J Geophys 2019:1\u20138","journal-title":"Int J Geophys"},{"unstructured":"Bachmann O, Schnyder C (2006) The pre-Kos plateau tuff volcanic rocks on Kefalos peninsula (Kos Island, Dodecanese, Greece): crescendo to the largest eruption of the modern Aegean Arc, Trans. Am. Geophys. Union 87(52), Fall Meet. Suppl., Abstract V33C-0680","key":"797_CR6"},{"doi-asserted-by":"publisher","unstructured":"Bachmann O, Schoene B, Schnyder C, Spikings R (2010) The 40Ar\/39Ar and U\/Pb dating of young rhyolites in the Kos-Nisyros volcanic complex, eastern Aegean arc, Greece: age discordance due to excess 40Ar in biotite. Geochem Geophys Geosys 11(8):Q0AA08. https:\/\/doi.org\/10.1029\/2010gc003073","key":"797_CR7","DOI":"10.1029\/2010gc003073"},{"key":"797_CR8","first-page":"1","volume":"18","author":"S Balakrishnama","year":"1998","unstructured":"Balakrishnama S, Ganapathiraju A (1998) Linear discriminant analysis-a brief tutorial. Ins Sig Inf Process 18:1\u20138","journal-title":"Ins Sig Inf Process"},{"unstructured":"Bardenet R, Brendel M, K\u00e9gl B, Sebag M (2013) Collaborative hyperparameter tuning. In international conference on machine learning. PMLR, pp 199\u2013207","key":"797_CR9"},{"key":"797_CR10","first-page":"281","volume":"13","author":"J Bergstra","year":"2012","unstructured":"Bergstra J, Bengio Y (2012) Random search for hyper-parameter optimization. J Mach Learn Res 13:281\u2013305","journal-title":"J Mach Learn Res"},{"key":"797_CR11","volume-title":"Vulkanologische untersuchung der jungen pyroklastite auf Tilos (dodekanes, greichenland) (PhD thesis). Diploma Thesis","author":"M Bohla","year":"1986","unstructured":"Bohla M (1986) Vulkanologische untersuchung der jungen pyroklastite auf Tilos (dodekanes, greichenland) (PhD thesis). Diploma Thesis. University of Freiburg, Germany"},{"key":"797_CR12","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1002\/jqs.3170","volume":"35","author":"MS Bolton","year":"2020","unstructured":"Bolton MS, Jensen BJ, Wallace K, Praet N, Fortin D, Kaufman D, De Batist M (2020) Machine learning classifiers for attributing tephra to source volcanoes: an evaluation of methods for Alaska tephras. J Quat Sci 35:81\u201392","journal-title":"J Quat Sci"},{"key":"797_CR13","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1111\/j.2517-6161.1964.tb00553.x","volume":"26","author":"GE Box","year":"1964","unstructured":"Box GE, Cox DR (1964) An analysis of transformations. J Roy Stat Soc B Met 26:211\u2013243","journal-title":"J Roy Stat Soc B Met"},{"key":"797_CR14","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman L (2001) Random forests. Mach Learn 45:5\u201332","journal-title":"Mach Learn"},{"issue":"1\u20132","key":"797_CR15","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1016\/j.lithos.2005.01.001","volume":"83","author":"A Buettner","year":"2005","unstructured":"Buettner A, Kleinhanns IC, Rufer D, Hunziker JC, Villa IM (2005) Magma generation at the easternmost section of the Hellenic arc: Hf, Nd, Pb and Sr isotope geochemistry of Nisyros and Yali volcanoes (Greece). Lithos 83(1\u20132):29\u201346","journal-title":"Lithos"},{"key":"797_CR16","first-page":"321","volume":"16","author":"NV Chawla","year":"2002","unstructured":"Chawla NV, Bowyer KW, Hall LO, Kegelmeyer WP (2002) SMOTE: synthetic minority over-sampling technique. JArtif Intell Res 16:321\u2013357","journal-title":"JArtif Intell Res"},{"doi-asserted-by":"crossref","unstructured":"Chen T, Guestrin C, (2016) XGBoost. Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining; San Francisco, California. USA: Association for Computing Machinery, pp 785\u2013794","key":"797_CR17","DOI":"10.1145\/2939672.2939785"},{"unstructured":"Claesen M, Simm J, Popovic D, Moreau Y, De Moor B (2014) Easy hyperparameter search using optunity. arXiv preprint arXiv:1412.1114","key":"797_CR18"},{"key":"797_CR19","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1177\/001316446002000104","volume":"20","author":"J Cohen","year":"1960","unstructured":"Cohen J (1960) A coefficient of agreement for nominal scales. Educ Psychol Meas 20:37\u201346","journal-title":"Educ Psychol Meas"},{"issue":"3","key":"797_CR20","doi-asserted-by":"publisher","first-page":"1303","DOI":"10.1029\/2018GL081251","volume":"46","author":"F Corbi","year":"2019","unstructured":"Corbi F, Sandri L, Bedford J, Funiciello F, Brizzi S, Rosenau M, Lallemand S (2019) Machine learning can predict the timing and size of analog earthquakes. Geophys Res Lett 46(3):1303\u20131311","journal-title":"Geophys Res Lett"},{"key":"797_CR21","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20:273\u2013297","journal-title":"Mach Learn"},{"key":"797_CR22","first-page":"259","volume":"28","author":"P Dalabakis","year":"1993","unstructured":"Dalabakis P, Vougioukalakis G (1993) The Kefalos tuff ring (W. Kos): depositional mechanisms, vent position and model of the evolution of the eruptive activity. Bull Geol Soc Greece 28:259\u2013273","journal-title":"Bull Geol Soc Greece"},{"key":"797_CR23","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1016\/j.chemgeo.2016.09.022","volume":"443","author":"M D'Antonio","year":"2016","unstructured":"D'Antonio M, Mariconte R, Arienzo I, Mazzeo FC, Carandente A, Perugini D, Petrelli M, Corselli C, Orsi G, Principato MS, Civetta L (2016) Combined Sr-Nd isotopic and geochemical fingerprinting as a tool for identifying tephra layers: application to deep-sea cores from eastern Mediterranean Sea. Chem Geol 443:121\u2013136","journal-title":"Chem Geol"},{"issue":"7720","key":"797_CR24","doi-asserted-by":"publisher","first-page":"632","DOI":"10.1038\/s41586-018-0438-y","volume":"560","author":"PM DeVries","year":"2018","unstructured":"DeVries PM, Vi\u00e9gas F, Wattenberg M, Meade BJ (2018) Deep learning of aftershock patterns following large earthquakes. Nature 560(7720):632\u2013634","journal-title":"Nature"},{"key":"797_CR25","first-page":"1","volume-title":"International workshop on multiple classifier systems","author":"TG Dietterich","year":"2000","unstructured":"Dietterich TG (2000) Ensemble methods in machine learning. In: International workshop on multiple classifier systems. Springer, Berlin, Heidelberg, pp 1\u201315"},{"unstructured":"Druitt TH, Edwards L, Mellors RM, Pyle DM, Sparks RSJ, Lanphere M, Davies M, Barreirio B, (1999) Santorini Volcano. Geol Soc Lond Mem 19:1\u2013176","key":"797_CR26"},{"issue":"3","key":"797_CR27","doi-asserted-by":"publisher","first-page":"177","DOI":"10.2138\/gselements.15.3.177","volume":"15","author":"TH Druitt","year":"2019","unstructured":"Druitt TH, Pyle DM, Mather TA (2019) Santorini volcano and its plumbing system. Elements 15(3):177\u2013184","journal-title":"Elements"},{"key":"797_CR28","doi-asserted-by":"publisher","first-page":"105416","DOI":"10.1016\/j.lithos.2020.105416","volume":"358","author":"MA Elburg","year":"2020","unstructured":"Elburg MA, Smet I (2020) Geochemistry of lavas from Aegina and Poros (Aegean arc, Greece): distinguishing upper crustal contamination and source contamination in the Saronic gulf area. Lithos 358:105416","journal-title":"Lithos"},{"key":"797_CR29","doi-asserted-by":"publisher","first-page":"601","DOI":"10.1007\/BF00301465","volume":"56","author":"L Francalanci","year":"1995","unstructured":"Francalanci L, Varekamp JC, Vougioukalakis GE, Defant MJ, Innocenti F, Manetti P (1995) Crystal retention, fractionation, and crustal assimilation in a convecting magma chamber, Nisyros volcano. Greece. Bull. Volcanol. 56:601\u2013620","journal-title":"Greece. Bull. Volcanol."},{"key":"797_CR30","first-page":"33","volume":"418","author":"L Francalanci","year":"2007","unstructured":"Francalanci L, Vougioukalakis G, Fytikas M, Beccaluva L, Bianchini G, Wilson M (2007) Petrology and volcanology of Kimolos and Polyegos volcanoes within the context of the South Aegean arc. Greece Spec Pap Geol Soc Am 418:33","journal-title":"Greece Spec Pap Geol Soc Am"},{"key":"797_CR31","first-page":"65","volume-title":"Developments in volcanology: the South Aegean active volcanic arc, present knowledge and future perspectives","author":"L Francalanci","year":"2005","unstructured":"Francalanci L, Vougioukalakis GE, Perini G, Manetti P (2005) A west-east traverse along the magmatism of the South Aegean volcanic arc in the light of volcanological, chemical and isotope data. In: Fytikas M, Vougioukalakis GE (eds) Developments in volcanology: the South Aegean active volcanic arc, present knowledge and future perspectives, vol 7. Elsevier, Amsterdam, pp 65\u2013111"},{"key":"797_CR32","doi-asserted-by":"publisher","first-page":"165","DOI":"10.2138\/gselements.15.3.165","volume":"15","author":"L Francalanci","year":"2019","unstructured":"Francalanci L, Zellmer GF (2019) Magma genesis at the South Aegean volcanic arc. Elements: Int Mag Min Geochem Petrol 15:165\u2013170","journal-title":"Elements: Int Mag Min Geochem Petrol"},{"issue":"3\u20134","key":"797_CR33","first-page":"297","volume":"28","author":"M Fytikas","year":"1986","unstructured":"Fytikas M, Innocenti F, Kolios N, Manetti P, Mazzuoli R, Poli G, Rita F, Villari L (1986) Volcanology and petrology of volcanic products from the island of Milos and neighbouring islets. J VolcanolGeotherm Res 28(3\u20134):297\u2013317","journal-title":"J VolcanolGeotherm Res"},{"key":"797_CR34","doi-asserted-by":"publisher","first-page":"687","DOI":"10.1144\/GSL.SP.1984.017.01.55","volume":"17","author":"M Fytikas","year":"1984","unstructured":"Fytikas M, Innocenti F, Manetti P, Peccerillo A, Mazzuoli R, Villari L (1984) Tertiary to quaternary evolution of volcanism in the Aegean region. Geol Soc Lond, Spec Publ 17:687\u2013699. https:\/\/doi.org\/10.1144\/GSL.SP.1984.017.01.55","journal-title":"Geol Soc Lond, Spec Publ"},{"unstructured":"Fytikas M, Vougioukalakis G (2005) The South Aegean active volcanic arc: present knowledge and future perspectives. Developments in Volcanology 7, Elsevier, p 381","key":"797_CR35"},{"issue":"14\u201315","key":"797_CR36","doi-asserted-by":"publisher","first-page":"2627","DOI":"10.1016\/S1352-2310(97)00447-0","volume":"32","author":"MW Gardner","year":"1998","unstructured":"Gardner MW, Dorling SR (1998) Artificial neural networks (the multilayer perceptron)\u2014a review of applications in the atmospheric sciences. Atmos Environ 32(14\u201315):2627\u20132636","journal-title":"Atmos Environ"},{"key":"797_CR37","first-page":"103","volume-title":"Learning scikit-learn: machine learning in python","author":"R Garreta","year":"2013","unstructured":"Garreta R, Moncecchi G (2013) Learning scikit-learn: machine learning in python. Packt Publishing Ltd., Birmingham, p 103"},{"key":"797_CR38","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.jvolgeores.2017.12.011","volume":"354","author":"G Gen\u00e7alio\u011flu-Ku\u015fcu","year":"2018","unstructured":"Gen\u00e7alio\u011flu-Ku\u015fcu G, Uslular G (2018) Geochemical characterization of mid-distal Nisyros tephra on Dat\u00e7a peninsula (southwestern Anatolia). J Volcanol Geotherm Res 354:13\u201328","journal-title":"J Volcanol Geotherm Res"},{"key":"797_CR39","doi-asserted-by":"publisher","first-page":"101033","DOI":"10.1016\/j.quageo.2019.101033","volume":"55","author":"G Gen\u00e7alio\u011flu-Ku\u015fcu","year":"2020","unstructured":"Gen\u00e7alio\u011flu-Ku\u015fcu G, Uslular G, Dani\u0161ik M, Koppers A, Miggins DP, Friedrichs B, Schmitt AK (2020) U\u2013Th disequilibrium, (U\u2013Th)\/he and 40Ar\/39Ar geochronology of distal Nisyros Kyra tephra deposits on Dat\u00e7a peninsula (SW Anatolia). Quat. Geochron. 55:101033","journal-title":"Quat. Geochron."},{"issue":"6430","key":"797_CR40","doi-asserted-by":"publisher","first-page":"610","DOI":"10.1038\/363610a0","volume":"363","author":"F Guichard","year":"1993","unstructured":"Guichard F, Carey S, Arthur MA, Sigurdsson H, Arnold M (1993) Tephra from the Minoan eruption of Santorini in sediments of the Black Sea. Nature 363(6430):610\u2013612","journal-title":"Nature"},{"issue":"3","key":"797_CR41","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1111\/j.1751-908X.2016.00396.x","volume":"40","author":"M Guillong","year":"2016","unstructured":"Guillong M, Sliwinski JT, Schmitt A, Forni F, Bachmann O (2016) U-Th zircon dating by laser ablation single collector inductively coupled plasma-mass spectrometry (LA-ICP-MS). Geostand Geoanal Res 40(3):377\u2013387","journal-title":"Geostand Geoanal Res"},{"issue":"6","key":"797_CR42","doi-asserted-by":"publisher","first-page":"963","DOI":"10.1039\/C4JA00009A","volume":"29","author":"MV Guillong","year":"2014","unstructured":"Guillong MV, von Quadt A, Sakata S, Peytcheva I, Bachmann O (2014) LA-ICP-MS Pb\u2013U dating of young zircons from the Kos\u2013Nisyros volcanic Centre, SE Aegean arc. J Anal Atom Spectrom 29(6):963\u2013970","journal-title":"J Anal Atom Spectrom"},{"issue":"3","key":"797_CR43","doi-asserted-by":"publisher","first-page":"497","DOI":"10.1016\/j.yqres.2009.12.004","volume":"73","author":"Y Hamann","year":"2010","unstructured":"Hamann Y, Wulf S, Ersoy O, Ehrmann W, Aydar E, Schmiedl G (2010) First evidence of a distal early Holocene ash layer in eastern Mediterranean deep-sea sediments derived from the Anatolian volcanic province. Quat Res 73(3):497\u2013506","journal-title":"Quat Res"},{"doi-asserted-by":"crossref","unstructured":"Hannappel A, Reischmann T (2005) Rhyolitic dykes of Paros Island, Cyclades. In: Fytikas M, Vougioukalakis GE (eds) The South Aegean Active Arc: Present Knowledge and Future Perspectives, Elsevier, Amsterdam, pp 305\u2013328","key":"797_CR44","DOI":"10.1016\/S1871-644X(05)80047-6"},{"issue":"1","key":"797_CR45","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1038\/s41561-018-0272-8","volume":"12","author":"C Hulbert","year":"2019","unstructured":"Hulbert C, Rouet-Leduc B, Johnson PA, Ren CX, Rivi\u00e8re J, Bolton DC, Marone C (2019) Similarity of fast and slow earthquakes illuminated by machine learning. Nat Geosci 12(1):69\u201374","journal-title":"Nat Geosci"},{"issue":"2","key":"797_CR46","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1007\/BF02600426","volume":"45","author":"F Innocenti","year":"1982","unstructured":"Innocenti F, Kolios N, Manetti P, Rita F, Villari L (1982) Acid and basic late Neogene volcanism in Central Aegean Sea: its nature and geotectonic significance. Bull Volcanol 45(2):87\u201397","journal-title":"Bull Volcanol"},{"key":"797_CR47","volume-title":"Linear discriminant analysis. In modern multivariate statistical techniques (pp. 237\u2013280)","author":"AJ Izenman","year":"2013","unstructured":"Izenman AJ (2013) Linear Discriminant Analysis. In: Linear discriminant analysis. In modern multivariate statistical techniques (pp. 237\u2013280). Springer, New York, NY"},{"issue":"6","key":"797_CR48","doi-asserted-by":"publisher","first-page":"797","DOI":"10.1130\/0016-7606(1977)88<797:BASSOT>2.0.CO;2","volume":"88","author":"D Jongsma","year":"1977","unstructured":"Jongsma D (1977) Bathymetry and shallow structure of the Pliny and Strabo trenches, south of the Hellenic Arc. Geol Soc Am Bull 88(6):797\u2013805","journal-title":"Geol Soc Am Bull"},{"key":"797_CR49","first-page":"3146","volume-title":"Advances in neural information processing systems 30","author":"G Ke","year":"2017","unstructured":"Ke G, Meng Q, Finley T, Wang T, Chen W, Ma W, Ye Q, Liu T-Y (2017) LightGBM: a highly efficient gradient boosting decision tree. In: Guyon I, Luxburg UV, Bengio S, Wallach H, Fergus R, Vishwanathan S, Garnett R (eds) Advances in neural information processing systems 30. Curran Associates, Inc., pp 3146\u20133154"},{"unstructured":"Keller J, Rehren TH, Stadlbauer E (1990) Explosive volcanism in the Hellenic Arc: a summary and review. In: Hardy DA, Keller J, Galanopoulos VP, Flemming NC, Druitt DH (eds) Thera and the Aegean World III, Earth Sciences, vol. 2, The Thera Foundation, London, pp 13\u201326","key":"797_CR50"},{"issue":"5","key":"797_CR51","doi-asserted-by":"publisher","first-page":"367","DOI":"10.1130\/G37627.1","volume":"44","author":"M Klaver","year":"2016","unstructured":"Klaver M, Davies GR, Vroon PZ (2016) Subslab mantle of African provenance infiltrating the Aegean mantle wedge. Geology 44(5):367\u2013370","journal-title":"Geology"},{"unstructured":"Korkmaz T, \u00d6n ZB, Ak\u00e7er-\u00d6n S (2018) Preliminary results on tephrochronological record of Lake Ac\u0131g\u00f6l. VIII. In: Quaternary symposium of Turkey, 2-5 May. \u0130stanbul Technical University, \u0130stanbul, Turkey, p 84. Abstract book","key":"797_CR52"},{"key":"797_CR53","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1016\/j.jvolgeores.2018.10.004","volume":"366","author":"A Koutrouli","year":"2018","unstructured":"Koutrouli A, Anastasakis G, Kontakiotis G, Ballengee S, Kuehn S, Pe-Piper G, Piper DJW (2018) The early to mid-Holocene marine tephrostratigraphic record in the Nisyros-Yali-Kos volcanic center, SE Aegean Sea. J Volcanol Geotherm Res 366:96\u2013111","journal-title":"J Volcanol Geotherm Res"},{"key":"797_CR54","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1007\/978-3-319-33383-0_5","volume":"20","author":"O Kramer","year":"2016","unstructured":"Kramer O (2016) Scikit-Learn. Study Big Data 20:45\u201353","journal-title":"Scikit-Learn. Study Big Data"},{"unstructured":"Kuhn M, Wing J, Weston S, Williams A, Keefer C, Engelhardt A, Cooper T, Mayer Z, Kenkel B, Team RC et al (2020) Package \u2018caret\u2019. R J. 2020. Available online: http:\/\/cran.r-project.org\/web\/packages\/caret\/ caret.pdf","key":"797_CR55"},{"doi-asserted-by":"crossref","unstructured":"Laaksonen J, Oja E (1996) Classification with learning k-nearest neighbors. In: Proceedings of international conference on neural networks (ICNN'96), IEEE International Conference, Vol. 3, pp 1480\u20131483","key":"797_CR56","DOI":"10.1109\/ICNN.1996.549118"},{"doi-asserted-by":"crossref","unstructured":"Li CH, Lin CT, Kuo BC, Ho HH (2010) An automatic method for selecting the parameter of the normalized kernel function to support vector machines. International Conference on Technologies and Applications of Artificial Intelligence (TAAI), IEEE, pp 226\u2013232","key":"797_CR57","DOI":"10.1109\/TAAI.2010.46"},{"issue":"2","key":"797_CR58","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1016\/j.quageo.2010.08.003","volume":"6","author":"DJ Lowe","year":"2011","unstructured":"Lowe DJ (2011) Tephrochronology and its application: a review. Quat. Geochron. 6(2):107\u2013153","journal-title":"Quat. Geochron."},{"key":"797_CR59","first-page":"17","volume":"1","author":"DJ Lowe","year":"2001","unstructured":"Lowe DJ, Hunt JB (2001) A summary of terminology used in tephra-related studies. In: Juvigne, E.T.; Raynal, J-P. (Eds), \u201cTephras: chronology, archaeology\u201d, CDERAD editeur, Goudet. Les Dossiers de l\u2019Archeo-Logis 1:17\u201322","journal-title":"Les Dossiers de l\u2019Archeo-Logis"},{"key":"797_CR60","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.quascirev.2017.08.003","volume":"175","author":"DJ Lowe","year":"2017","unstructured":"Lowe DJ, Pearce NJ, Jorgensen MA, Kuehn SC, Tryon CA, Hayward CL (2017) Correlating tephras and cryptotephras using glass compositional analyses and numerical and statistical methods: review and evaluation. Quat Sci Rev 175:1\u201344","journal-title":"Quat Sci Rev"},{"key":"797_CR61","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.quascirev.2015.04.006","volume":"118","author":"JJ Lowe","year":"2015","unstructured":"Lowe JJ, Ramsey CB, Housley RA, Lane CS, Tomlinson EL, Associates R, Team R et al (2015) The RESET project: constructing a European tephra lattice for refined synchronisation of environmental and archaeological events during the last c. 100 ka. Quat Sci Rev 118:1\u201317","journal-title":"Quat Sci Rev"},{"unstructured":"Lundberg SM, Lee SI (2017) A unified approach to interpreting model predictions. Advances in Neural Information Processing Systems 30:4768\u20134777. http:\/\/papers.nips.cc\/paper\/7062-a-unified-approach-to-interpreting-model-predictions.pdf","key":"797_CR62"},{"key":"797_CR63","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/S0012-821X(99)00318-0","volume":"176","author":"A Morris","year":"2000","unstructured":"Morris A (2000) Magnetic fabric and palaeomagnetic analyses of the Plio\u2013quaternary calc-alkaline series of Aegina Island, South Aegean volcanic arc. Greece Earth Planet Sci Lett 176:91\u2013105","journal-title":"Greece Earth Planet Sci Lett"},{"issue":"18","key":"797_CR64","doi-asserted-by":"publisher","first-page":"8318","DOI":"10.3390\/app11188318","volume":"11","author":"AG Ouzounis","year":"2021","unstructured":"Ouzounis AG, Papakostas GA (2021) Machine learning in discriminating active volcanoes of the Hellenic volcanic arc. Appl Sci 11(18):8318","journal-title":"Appl Sci"},{"doi-asserted-by":"crossref","unstructured":"Paper, D (2020) Scikit-learn classifier tuning from simple training sets. In: Hands-On Scikit-Learn for Machine Learning Applications; Apress: Berkeley, pp 137\u2013163","key":"797_CR65","DOI":"10.1007\/978-1-4842-5373-1_5"},{"issue":"6","key":"797_CR66","doi-asserted-by":"publisher","first-page":"e2020GL087032","DOI":"10.1029\/2020GL087032","volume":"47","author":"Y Park","year":"2020","unstructured":"Park Y, Mousavi SM, Zhu W, Ellsworth WL, Beroza GC (2020) Machine-learning-based analysis of the Guy-Greenbrier, Arkansas earthquakes: A tale of two sequences. Geophys Res Lett 47(6):e2020GL087032","journal-title":"Geophys Res Lett"},{"key":"797_CR67","doi-asserted-by":"publisher","first-page":"749","DOI":"10.1038\/ngeo1562","volume":"5","author":"MM Parks","year":"2012","unstructured":"Parks MM, Biggs J, England P, Mather TA, Nomikou P, Palamartchouk K, Papanikolaou X, Paradissis D, Parsons B, Pyle DM, Raptakis C, Zacharis V (2012) Evolution of Santorini volcano dominated by episodic and rapid fluxes of melt from depth. Nat Geosci 5:749\u2013754","journal-title":"Nat Geosci"},{"key":"797_CR68","doi-asserted-by":"publisher","first-page":"491","DOI":"10.1007\/BF02596888","volume":"37","author":"G Pe","year":"1973","unstructured":"Pe G (1973) Petrology and geochemistry of volcanic rocks of Aegina. Greece Bull Volcanol 37:491\u2013514","journal-title":"Greece Bull Volcanol"},{"issue":"5","key":"797_CR69","doi-asserted-by":"publisher","first-page":"545","DOI":"10.1144\/0016-764901-129","volume":"159","author":"NJ Pearce","year":"2002","unstructured":"Pearce NJ, Eastwood WJ, Westgate JA, Perkins WT (2002) Trace-element composition of single glass shards in distal Minoan tephra from SW Turkey. J Geol Soc 159(5):545\u2013556","journal-title":"J Geol Soc"},{"key":"797_CR70","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa F, Varoquaux G, Gramfort A, Michel V, Thirion B, Grisel O, Blondel M, Prettenhofer P, Weiss R, Dubourg V, Vanderplas J, Passos A, Cournapeau D, Brucher M, Perrot M, Duchesnay E (2011) Scikit-learn: machine learning in Python. J Mach Learn Res 12:2825\u20132830","journal-title":"J Mach Learn Res"},{"key":"797_CR71","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/BF02598241","volume":"46","author":"G Pe-Piper","year":"1983","unstructured":"Pe-Piper G, Piper D, Reynolds P (1983) Paleomagnetic stratigraphy and radiometric dating of the Pliocene volcanic rocks of Aegina. Greece Bull Volcanol 46:1\u20137","journal-title":"Greece Bull Volcanol"},{"key":"797_CR72","doi-asserted-by":"publisher","first-page":"146","DOI":"10.1016\/j.jvolgeores.2013.05.011","volume":"260","author":"G Pe-Piper","year":"2013","unstructured":"Pe-Piper G, Piper DJ (2013) The effect of changing regional tectonics on an arc volcano: Methana. Greece J Volcanol Geotherm Res 260:146\u2013163","journal-title":"Greece J Volcanol Geotherm Res"},{"key":"797_CR73","first-page":"113","volume-title":"Developments in volcanology: the South Aegean active volcanic arc, present knowledge and future perspectives","author":"G Pe-Piper","year":"2005","unstructured":"Pe-Piper G, Piper DJW (2005) The South Aegean active volcanic arc: relationships between magmatism and tectonics. In: Fytikas M, Vougioukalakis GE (eds) Developments in volcanology: the South Aegean active volcanic arc, present knowledge and future perspectives, vol 7. Elsevier, Amsterdam, pp 113\u2013133"},{"key":"797_CR74","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1016\/j.quageo.2016.12.003","volume":"40","author":"M Petrelli","year":"2017","unstructured":"Petrelli M, Bizzarri R, Morgavi D, Baldanza A, Perugini D (2017) Combining machine learning techniques, microanalyses and large geochemical datasets for tephrochronological studies in complex volcanic areas: new age constraints for the Pleistocene magmatism of Central Italy. Quat Geochron 40:33\u201344","journal-title":"Quat Geochron"},{"issue":"9","key":"797_CR75","doi-asserted-by":"publisher","first-page":"e2020JB020130","DOI":"10.1029\/2020JB020130","volume":"125","author":"M Petrelli","year":"2020","unstructured":"Petrelli M, Caricchi L, Perugini D (2020) Machine Learning Thermo-Barometry: Application to Clinopyroxene-Bearing Magmas. J Geophys Res Solid Earth 125(9):e2020JB020130","journal-title":"J Geophys Res Solid Earth"},{"issue":"10","key":"797_CR76","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s00410-016-1292-2","volume":"171","author":"M Petrelli","year":"2016","unstructured":"Petrelli M, Perugini D (2016) Solving petrological problems through machine learning: the study case of tectonic discrimination using geochemical and isotopic data. Contrib Min Pet 171(10):1\u201315","journal-title":"Contrib Min Pet"},{"key":"797_CR77","doi-asserted-by":"publisher","first-page":"107254","DOI":"10.1016\/j.jvolgeores.2021.107254","volume":"415","author":"A Pignatelli","year":"2021","unstructured":"Pignatelli A, Piochi M (2021) Machine learning applied to rock geochemistry for predictive outcomes: the Neapolitan volcanic history case. J Volcanol Geotherm Res 415:107254","journal-title":"J Volcanol Geotherm Res"},{"key":"797_CR78","doi-asserted-by":"publisher","first-page":"106666","DOI":"10.1016\/j.jvolgeores.2019.106666","volume":"387","author":"RG Popa","year":"2019","unstructured":"Popa RG, Bachmann O, Ellis BS, Degruyter W, Tollan P, Kyriakopoulos K (2019) A connection between magma chamber processes and eruptive styles revealed at Nisyros-Yali volcano (Greece). J Volcanol Geotherm Res 387:106666","journal-title":"J Volcanol Geotherm Res"},{"key":"797_CR79","doi-asserted-by":"publisher","first-page":"106884","DOI":"10.1016\/j.jvolgeores.2020.106884","volume":"399","author":"RG Popa","year":"2020","unstructured":"Popa RG, Dietrich VJ, Bachmann O (2020) Effusive-explosive transitions of water-undersaturated magmas. The case study of Methana Volcano, South Aegean Arc. J Volcanol Geotherm Res 399:106884","journal-title":"J Volcanol Geotherm Res"},{"unstructured":"Prokhorenkova L, Gusev G, Vorobev A, Dorogush AV, Gulin A (2018) CatBoost: unbiased boosting with categorical features. Advances in Neural Information Processing Systems (2018), pp 6637\u20136647","key":"797_CR80"},{"unstructured":"Rehren TH (1988) Geochemie und Petrologie von Nisyros (Ofstliche Agais). Ph.D. thesis, Dep. of Geol., Univ. of Freiburg, Freiburg, Germany","key":"797_CR81"},{"issue":"3","key":"797_CR82","doi-asserted-by":"publisher","first-page":"e2019GL085523","DOI":"10.1029\/2019GL085523","volume":"47","author":"CX Ren","year":"2020","unstructured":"Ren CX, Peltier A, Ferrazzini V, Rouet-Leduc B, Johnson PA, Brenguier F (2020) Machine learning reveals the seismic signature of eruptive behavior at Piton de la Fournaise volcano. Geophys Res Lett 47(3):e2019GL085523","journal-title":"Geophys Res Lett"},{"unstructured":"Rennie JD, Shih L, Teevan J, Karger DR (2003) Karger Tackling the poor assumptions of Naive Bayes text classifiers, Proc. Twent. Int. Conf. Mach. Learn. ICML, pp 616\u2013623","key":"797_CR83"},{"unstructured":"Sarbas B (2008) The GEOROC database as part of a growing geoinformatics network. In: BradySR et al (eds) Geoinformatics 2008\u2014Data to knowledge, proceedings: U.S. Geological Survey Scientific Investigations Report 2008\u20135172, pp 42\u201343","key":"797_CR84"},{"key":"797_CR85","series-title":"AGU reference shelf","first-page":"357","volume-title":"Quaternary geochronology: methods and applications","author":"A Sarna-Wojcicki","year":"2000","unstructured":"Sarna-Wojcicki A (2000) Tephrochronology. In: Noller JS, Sowers JM, Lettis WR, William R (eds) Quaternary geochronology: methods and applications, AGU reference shelf, vol 4, pp 357\u2013377"},{"key":"797_CR86","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1016\/j.quascirev.2015.04.005","volume":"117","author":"C Satow","year":"2015","unstructured":"Satow C, Tomlinson EL, Grant KM, Albert PG, Smith VC, Manning CJ, Ottolini L, Wulf S, Rohling EJ, Lowe JJ, Blockley SPE, Menzies MA (2015) A new contribution to the Late Quaternary tephrostratigraphy of the Mediterranean: Aegean Sea core LC21. Quat Sci Rev 117:96\u2013112","journal-title":"Quat Sci Rev"},{"key":"797_CR87","doi-asserted-by":"publisher","first-page":"3047","DOI":"10.1029\/96GL02759","volume":"23","author":"PE Smith","year":"1996","unstructured":"Smith PE, York D, Chen Y, Evansen NM (1996) Single crystal 40Ar\u201339Ar dating of Late Quaternary paroxysm on Kos, Greece: concordance of terrestrial and marine ages. Geophys Res Lett 23:3047\u20133050","journal-title":"Geophys Res Lett"},{"issue":"11","key":"797_CR88","doi-asserted-by":"publisher","first-page":"1605","DOI":"10.1016\/j.apradiso.2011.04.013","volume":"69","author":"JH Sterba","year":"2011","unstructured":"Sterba JH, Steinhauser G, Bichler M (2011) On the geochemistry of the Kyra eruption sequence of Nisyros volcano on Nisyros and Tilos. Greece Appl Radiat Isotopes 69(11):1605\u20131612","journal-title":"Greece Appl Radiat Isotopes"},{"key":"797_CR89","doi-asserted-by":"publisher","first-page":"703","DOI":"10.1007\/s00445-005-0045-2","volume":"68","author":"AL Stewart","year":"2006","unstructured":"Stewart AL, McPhie J (2006) Facies architecture and late Pliocene\u2013Pleistocene evolution of a felsic volcanic island, Milos. Greece. Bull. Volcanol. 68:703\u2013726","journal-title":"Greece. Bull. Volcanol."},{"key":"797_CR90","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1002\/jqs.2630","volume":"28","author":"R Sulpizio","year":"2013","unstructured":"Sulpizio R, Al\u00e7i\u00e7ek MC, Zanchetta G, Solari L (2013) Recognition of the Minoan tephra in the Acig\u00f6l Basin, western Turkey: implications for inter-archive correlations and fine ash dispersal. J Quat Sci 28:329\u2013335","journal-title":"J Quat Sci"},{"key":"797_CR91","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1016\/j.quascirev.2014.10.028","volume":"118","author":"EL Tomlinson","year":"2015","unstructured":"Tomlinson EL, Smith VC, Albert PG, Aydar E, Civetta L, Cioni R, \u00c7ubuk\u00e7u E, Gertisser R, Isaia R, Menzies MA, Orsi G, Rosi M, Zanchetta G (2015) The major and trace element glass compositions of the productive Mediterranean volcanic sources: tools for correlating distal tephra layers in and around Europe. Quat Sci Rev 118:48\u201366","journal-title":"Quat Sci Rev"},{"doi-asserted-by":"crossref","unstructured":"Turney C, Lowe J (2001) Tephrochronology. In: Last WM, Smol JP (eds) Tracking Environmental Changes in Lake Sediments: Physical and Chemical Techniques, Kluwer Academic, Dordrecht (2001), pp 451\u2013471","key":"797_CR92","DOI":"10.1007\/0-306-47669-X_16"},{"unstructured":"Uieda L, Tian D, Leong WJ, Toney L, Schlitzer W, Grund M, Newton D, Ziebarth M, Jones M, Wessel P (2021) PyGMT: A Python interface for the Generic Mapping Tools (version v0.4.0), Zenodo. https:\/\/doi.org\/10.5281\/zenodo.4978645","key":"797_CR93"},{"key":"797_CR94","doi-asserted-by":"publisher","first-page":"313","DOI":"10.1016\/j.quascirev.2018.09.019","volume":"200","author":"P Vakhrameeva","year":"2018","unstructured":"Vakhrameeva P, Koutsodendris A, Wulf S, Fletcher WJ, Appelt O, Knipping M, Gertisser R, Trieloff M, Pross J (2018) The cryptotephra record of the marine isotope stage 12 to 10 interval (460\u2013335 ka) at Tenaghi Philippon, Greece: exploring chronological markers for the middle Pleistocene of the Mediterranean region. Quat Sci Rev 200:313\u2013333","journal-title":"Quat Sci Rev"},{"key":"797_CR95","doi-asserted-by":"publisher","first-page":"106811","DOI":"10.1016\/j.quascirev.2021.106811","volume":"255","author":"P Vakhrameeva","year":"2021","unstructured":"Vakhrameeva P, Koutsodendris A, Wulf S, Portnyagin M, Appelt O, Ludwig T, Trieloff M, Pross J (2021) Land-sea correlations in the eastern Mediterranean region over the past c. 800 kyr based on macro-and cryptotephras from ODP site 964 (Ionian Basin). Quat Sci Rev 255:106811","journal-title":"Quat Sci Rev"},{"issue":"2","key":"797_CR96","doi-asserted-by":"publisher","first-page":"egab013","DOI":"10.1093\/petrology\/egab013","volume":"62","author":"MJ Valetich","year":"2021","unstructured":"Valetich MJ, Le Losq C, Arculus RJ, Umino S, Mavrogenes J (2021) Compositions and classification of fractionated boninite series melts from the Izu\u2013Bonin\u2013Mariana arc: a machine learning approach. J Petrol 62(2):egab013","journal-title":"J Petrol"},{"key":"797_CR97","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1016\/j.margeo.2004.06.006","volume":"209","author":"D Van Hinsbergen","year":"2004","unstructured":"Van Hinsbergen D, Snel E, Garstman S, M\u0103run\u0163eanu M, Langereis C, Wortel M, Meulenkamp J (2004) Vertical motions in the Aegean volcanic arc: evidence for rapid subsidence preceding volcanic activity on Milos and Aegina. Mar Geol 209:329\u2013345","journal-title":"Mar Geol"},{"key":"797_CR98","series-title":"Implications for the volcanic hazards","first-page":"79","volume-title":"The geology, geochemistry and evolution of Nisyros volcano (Greece)","author":"L Vanderkluysen","year":"2005","unstructured":"Vanderkluysen L, Volentik A, Hernandez J, Hunziker JC, Bussy F, Principe C (2005) The petrology and geochemistry of lavas and tephras of Nisyros volcano (Greece). In: Hunziker JC, Marini L (eds) The geology, geochemistry and evolution of Nisyros volcano (Greece), Implications for the volcanic hazards, vol 44. Lausanne, M\u00e9moires de G\u00e9ologie, pp 79\u201399"},{"issue":"3\u20134","key":"797_CR99","doi-asserted-by":"publisher","first-page":"262","DOI":"10.1016\/j.jvolgeores.2005.12.009","volume":"153","author":"M Vespa","year":"2006","unstructured":"Vespa M, Keller J, Gertisser R (2006) Interplinian explosive activity of Santorini volcano (Greece) during the past 150,000 years. J Volcanol Geotherm Res 153(3\u20134):262\u2013286","journal-title":"J Volcanol Geotherm Res"},{"key":"797_CR100","series-title":"Implications for the volcanic hazards","first-page":"26","volume-title":"The geology, geochemistry and evolution of Nisyros volcano (Greece)","author":"A Volentik","year":"2005","unstructured":"Volentik A, Vanderkluysen L, Principe C, Hunziker JC (2005) Stratigraphy of Nisyros volcano, (Greece). In: Hunziker JC, Marini L (eds) The geology, geochemistry and evolution of Nisyros volcano (Greece), Implications for the volcanic hazards, vol 44. Lausanne, M\u00e9moires de G\u00e9ologie, pp 26\u201366"},{"issue":"3","key":"797_CR101","doi-asserted-by":"publisher","first-page":"159","DOI":"10.2138\/gselements.15.3.159","volume":"15","author":"GE Vougioukalakis","year":"2019","unstructured":"Vougioukalakis GE, Satow CG, Druitt TH (2019) Volcanism of the South Aegean volcanic arc. Elements: An International Magazine of Mineralogy, Geochemistry, and Petrology 15(3):159\u2013164","journal-title":"Elements: An International Magazine of Mineralogy, Geochemistry, and Petrology"},{"key":"797_CR102","doi-asserted-by":"publisher","first-page":"107042","DOI":"10.1016\/j.jvolgeores.2020.107042","volume":"405","author":"LM Watson","year":"2020","unstructured":"Watson LM (2020) Using unsupervised machine learning to identify changes in eruptive behavior at Mount Etna. Italy J Volcanol Geotherm Res 405:107042","journal-title":"Italy J Volcanol Geotherm Res"},{"key":"797_CR103","doi-asserted-by":"publisher","first-page":"104494","DOI":"10.1016\/j.cageo.2020.104494","volume":"140","author":"AJ Witsil","year":"2020","unstructured":"Witsil AJ, Johnson JB (2020a) Analyzing continuous infrasound from Stromboli volcano, Italy using unsupervised machine learning. Comput Geosci 140:104494","journal-title":"Comput Geosci"},{"issue":"5","key":"797_CR104","doi-asserted-by":"publisher","first-page":"1789","DOI":"10.1016\/j.gsf.2020.01.016","volume":"11","author":"AJ Witsil","year":"2020","unstructured":"Witsil AJ, Johnson JB (2020b) Volcano video data characterized and classified using computer vision and machine learning algorithms. Geosci Front 11(5):1789\u20131803","journal-title":"Geosci Front"},{"key":"797_CR105","doi-asserted-by":"publisher","first-page":"236","DOI":"10.1016\/j.quascirev.2018.03.011","volume":"186","author":"S Wulf","year":"2018","unstructured":"Wulf S, Hardiman MJ, Staff RA, Koutsodendris A, Appelt O, Blockley SP, Lowe JJ, Manning CJ, Ottolini L, Schmitt AK, Smith VC, Tomlinson EL, Vakhrameeva P, Knipping M, Kotthoff U, Milner AM, M\u00fcller UC, Christanis K, Pross J (2018) The marine isotope stage 1\u20135 cryptotephra record of Tenaghi Philippon, Greece: towards a detailed tephrostratigraphic framework for the eastern Mediterranean region. Quat Sci Rev 186:236\u2013262","journal-title":"Quat Sci Rev"},{"key":"797_CR106","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1016\/S0025-3227(01)00302-4","volume":"183","author":"S Wulf","year":"2002","unstructured":"Wulf S, Kraml M, Kuhn T, Schwarz M, Inthorn M, Keller J, Kuscu I, Halbach P (2002) Marine tephra from the cape Riva eruption (22 ka) of Santorini in the sea of Marmara. Mar Geol 183:131\u2013141","journal-title":"Mar Geol"},{"issue":"1","key":"797_CR107","doi-asserted-by":"publisher","first-page":"273","DOI":"10.5194\/gchron-3-273-2021","volume":"3","author":"X Zhou","year":"2021","unstructured":"Zhou X, Kuiper K, Wijbrans J, Boehm K, Vroon P (2021) Eruptive history and 40Ar\/39Ar geochronology of the Milos volcanic field, Greece. Geochronology 3(1):273\u2013297","journal-title":"Geochronology"}],"container-title":["Earth Science Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12145-022-00797-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12145-022-00797-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12145-022-00797-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,21]],"date-time":"2024-09-21T13:32:02Z","timestamp":1726925522000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12145-022-00797-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,2]]},"references-count":107,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2022,6]]}},"alternative-id":["797"],"URL":"https:\/\/doi.org\/10.1007\/s12145-022-00797-5","relation":{},"ISSN":["1865-0473","1865-0481"],"issn-type":[{"type":"print","value":"1865-0473"},{"type":"electronic","value":"1865-0481"}],"subject":[],"published":{"date-parts":[[2022,4,2]]},"assertion":[{"value":"20 September 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 March 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 April 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Not applicable.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics Approval"}}]}}