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Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method

Published 27 Mar 2024 in cs.DB | (2403.18306v1)

Abstract: The rare earth elements Sm and Nd significantly address fundamental questions about crustal growth, such as its spatiotemporal evolution and the interplay between orogenesis and crustal accretion. Their relative immobility during high-grade metamorphism makes the Sm-Nd isotopic system crucial for inferring crustal formation times. Historically, data have been disseminated sporadically in the scientific literature due to complicated and costly sampling procedures, resulting in a fragmented knowledge base. However, the scattering of critical geoscience data across multiple publications poses significant challenges regarding human capital and time. In response, we present an automated tabular extraction method for harvesting tabular geoscience data. We collect 10,624 Sm-Nd data entries from 9,138 tables in over 20,000 geoscience publications using this method. We manually selected 2,118 data points from it to supplement our previously constructed global Sm-Nd dataset, increasing its sample count by over 20\%. Our automatic data collection methodology enhances the efficiency of data acquisition processes spanning various scientific domains. Furthermore, the constructed Sm-Nd isotopic dataset should motivate the research of classifying global orogenic belts.

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References (101)
  1. Trace element geochemistry of orogenic igneous rocks and crustal growth models. \JournalTitleJournal of the Geological Society 151, 855–868 (1994).
  2. Condie, K. Growth of continental crust: a balance between preservation and recycling. \JournalTitleMineralogical Magazine 78, 623–637 (2014).
  3. Cawood, P. A. et al. Accretionary orogens through earth history. \JournalTitleGeological Society, London, Special Publications 318, 1–36 (2009).
  4. Geodynamic evolution of the central and western mediterranean: Tectonics vs. igneous petrology constraints. \JournalTitleTectonophysics 579, 173–192 (2012).
  5. Wang, X. et al. Quantifying knowledge from the perspective of information structurization. \JournalTitlePlos one 18, e0279314 (2023).
  6. Wang, T. et al. Quantitative characterization of orogens through isotopic mapping. \JournalTitleCommunications Earth & Environment 4, 110 (2023).
  7. Wang, T. et al. Voluminous continental growth of the altaids and its control on metallogeny. \JournalTitleNational Science Review (2023).
  8. Rare earth element distribution in anorthosites and associated high grade metamorphic rocks, lofoten-vesteraalen, norway. \JournalTitleEarth and Planetary Science Letters 7, 93–98 (1969).
  9. Rare earth element geochemistry of the scourian complex nw scotland—evidence for the granite-granulite link. \JournalTitleContributions to Mineralogy and Petrology 73, 403–412 (1980).
  10. WASSERBURG, G. Early archean sm-nd model ages from a tonalitic gneiss, northern michigan. \JournalTitleSelected Studies of Archean Gneisses and Lower Proterozoic Rocks, Southern Canadian Shield 182, 135 (1980).
  11. Isotopic evidence for the age and origin of the “grey gneiss” complex of the southern outer hebrides, scotland. \JournalTitleJournal of the Geological Society 131, 213–222 (1975).
  12. Sm—nd systematics of lewisian gneisses: implications for the origin of granulites. \JournalTitleNature 277, 25–28 (1979).
  13. Interpretation of nd, sr and pb isotope data from archean migmatites in lofoten-vesterålen, norway. \JournalTitleEarth and Planetary Science Letters 41, 245–253 (1978).
  14. Origin and petrogenesis of the trinity ophiolite complex (california): new constraints from ree and nd isotope data. \JournalTitleJournal of Petrology 229–242 (1991).
  15. Lambert, D. et al. Re—os and sm—nd isotope geochemistry of the stillwater complex, montana: implications for the petrogenesis of the jm reef. \JournalTitleJournal of Petrology 35, 1717–1753 (1994).
  16. Dickin, A. Nd isotope mapping of a cryptic continental suture, grenville province of ontario. \JournalTitlePrecambrian Research 91, 433–444 (1998).
  17. Dickin, A. Crustal formation in the grenville province: Nd-isotope evidence. \JournalTitleCanadian Journal of Earth Sciences 37, 165–181 (2000).
  18. Wang, T. et al. Nd–sr isotopic mapping of the chinese altai and implications for continental growth in the central asian orogenic belt. \JournalTitleLithos 110, 359–372 (2009).
  19. A sm-nd isotopic study of atmospheric dusts and particulates from major river systems. \JournalTitleEarth and planetary Science letters 70, 221–236 (1984).
  20. Blanchet, C. L. A database of marine and terrestrial radiogenic nd and sr isotopes for tracing earth-surface processes. \JournalTitleEarth System Science Data 11, 741–759 (2019).
  21. Condie, K. C. Preservation and recycling of crust during accretionary and collisional phases of proterozoic orogens: a bumpy road from nuna to rodinia. \JournalTitleGeosciences 3, 240–261 (2013).
  22. Linking collisional and accretionary orogens during rodinia assembly and breakup: Implications for models of supercontinent cycles. \JournalTitleEarth and Planetary Science Letters 449, 118–126 (2016).
  23. Two contrasting phanerozoic orogenic systems revealed by hafnium isotope data. \JournalTitleNature Geoscience 4, 333–337 (2011).
  24. Collins, W. Hot orogens, tectonic switching, and creation of continental crust. \JournalTitleGeology 30, 535–538 (2002).
  25. Sudmanns, M. et al. Big earth data: disruptive changes in earth observation data management and analysis? \JournalTitleInternational Journal of Digital Earth 13, 832–850 (2020).
  26. The challenges of data quality and data quality assessment in the big data era. \JournalTitleData science journal 14, 2–2 (2015).
  27. Ahmed, E. et al. The role of big data analytics in internet of things. \JournalTitleComputer Networks 129, 459–471 (2017).
  28. Geographic data mining and knowledge discovery (CRC press, 2009).
  29. The design and implementation of the geological data acquisition system based on mobile gis. In 2011 19th International Conference on Geoinformatics, 1–6 (IEEE, 2011).
  30. Tracking environmental change using lake sediments: volume 2: physical and geochemical methods, vol. 2 (Springer Science & Business Media, 2002).
  31. Sarbas, B. The georoc database as part of a growing geoinformatics network. In Geoinformatics 2008—data to knowledge, 42–43 (USGS, 2008).
  32. Global whole-rock geochemical database compilation. \JournalTitleEarth System Science Data 11, 1553–1566 (2019).
  33. Faster r-cnn: Towards real-time object detection with region proposal networks. \JournalTitleAdvances in neural information processing systems 28 (2015).
  34. Mask r-cnn. In Proceedings of the IEEE international conference on computer vision, 2961–2969 (2017).
  35. Yolov3: An incremental improvement. \JournalTitlearXiv preprint arXiv:1804.02767 (2018).
  36. Garncarek, Ł. et al. Lambert: Layout-aware language modeling for information extraction. In Document Analysis and Recognition–ICDAR 2021: 16th International Conference, Lausanne, Switzerland, September 5–10, 2021, Proceedings, Part I, 532–547 (Springer, 2021).
  37. Pick: processing key information extraction from documents using improved graph learning-convolutional networks. In 2020 25th International Conference on Pattern Recognition (ICPR), 4363–4370 (IEEE, 2021).
  38. Xu, Y. et al. Layoutlm: Pre-training of text and layout for document image understanding. In Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 1192–1200 (2020).
  39. Zhang, P. et al. Trie: end-to-end text reading and information extraction for document understanding. In Proceedings of the 28th ACM International Conference on Multimedia, 1413–1422 (2020).
  40. Rahman, W. et al. Integrating multimodal information in large pretrained transformers. In Proceedings of the conference. Association for Computational Linguistics. Meeting, vol. 2020, 2359 (NIH Public Access, 2020).
  41. Cervato, C. et al. The chronos system: geoinformatics for sedimentary geology and paleobiology. In 2005 IEEE International Symposium on Mass Storage Systems and Technology, 182–186 (IEEE, 2005).
  42. Geoscinet: Building a global geoinformatics partnership. In AGU Fall Meeting Abstracts, vol. 2008, IN31D–03 (2008).
  43. Zhang, C. et al. Geodeepdive: statistical inference using familiar data-processing languages. In Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data, 993–996 (2013).
  44. Scispace: A scientific collaboration workspace for geo-distributed hpc data centers. \JournalTitleFuture Generation Computer Systems 101, 398–409 (2019).
  45. Zhang, S. et al. Geodeepshovel: A platform for building scientific database from geoscience literature with ai assistance. \JournalTitleGeoscience Data Journal (2022).
  46. Niu, X. An ontology driven relational geochemical database for the earth’s critical zone: Czchemdb. \JournalTitleJournal of Environmental Informatics 23 (2014).
  47. Earthchem: International collaboration for solid earth geochemistry in geoinformatics. In AGU Fall Meeting Abstracts, vol. 2005, IN44A–03 (2005).
  48. Boone, S. C. et al. Ausgeochem: An open platform for geochemical data preservation, dissemination and synthesis. \JournalTitleGeostandards and Geoanalytical Research 46, 245–259 (2022).
  49. Rodriguez-Corcho, A. F. et al. The colombian geochronological database (cgd). \JournalTitleInternational Geology Review 64, 1635–1669 (2022).
  50. Cermine: automatic extraction of structured metadata from scientific literature. \JournalTitleInternational Journal on Document Analysis and Recognition (IJDAR) 18, 317–335 (2015).
  51. Girshick, R. Fast r-cnn. In Proceedings of the IEEE international conference on computer vision, 1440–1448 (2015).
  52. Li, M. et al. Tablebank: Table benchmark for image-based table detection and recognition. In Proceedings of the Twelfth Language Resources and Evaluation Conference, 1918–1925 (2020).
  53. Jeeva, C. et al. Intelligent image text reader using easy ocr, nrclex & nltk. In 2022 International Conference on Power, Energy, Control and Transmission Systems (ICPECTS), 1–6 (IEEE, 2022).
  54. Sm-nd isotopic evolution of chondrites and achondrites, ii. \JournalTitleEarth and Planetary Science Letters 67, 137–150 (1984).
  55. Sr and nd isotope geochemistry of oceanic basalts and mantle evolution. \JournalTitleNature 296, 821–825 (1982).
  56. Sr, nd, and pb isotopic systematics in the archean low-to high-grade transition zone of southern india: syn-accretion vs. post-accretion granulites. \JournalTitleThe Journal of Geology 97, 537–549 (1989).
  57. Nd isotopic variations and petrogenetic models. \JournalTitleGeophysical research letters 3, 249–252 (1976).
  58. Nd and sr isotopic variations of early paleozoic oceans. \JournalTitleEarth and Planetary Science Letters 84, 27–41 (1987).
  59. Guo, Z. et al. Sm-nd isotope data compilation from geoscientific literature. \JournalTitlefigshare https://doi.org/10.6084/m9.figshare.24054231.v2 (2023).
  60. Evolution of the altaid tectonic collage and palaeozoic crustal growth in eurasia. \JournalTitleNature 364, 299–307 (1993).
  61. The tectonics of the altaids: Crustal growth during the construction of the continental lithosphere of central asia between  750 and  130 ma ago. \JournalTitleAnnual Review of Earth and Planetary Sciences 46, 439–494 (2018).
  62. Turkic-type orogeny and its role in the making of the continental crust. \JournalTitleAnnual Review of Earth and Planetary Sciences 24, 263–337 (1996).
  63. The altaids: A review of twenty-five years of knowledge accumulation. \JournalTitleEarth-Science Reviews 228, 104013 (2022).
  64. Yakubchuk, A. Evolution of the central asian orogenic supercollage since late neoproterozoic revised again. \JournalTitleGondwana Research 47, 372–398 (2017).
  65. Mossakovsky, A. Central asian fold belt: geodynamic evolution and formation history. \JournalTitleGeotectonics 24, 445–474 (1994).
  66. Nature and controls of cordilleran orogenesis, western united states: Extensions of an earlier synthesis. \JournalTitleAmerican Journal of Science 275, 363–396 (1975).
  67. DeCelles, P. G. Late jurassic to eocene evolution of the cordilleran thrust belt and foreland basin system, western usa. \JournalTitleAmerican Journal of Science 304, 105–168 (2004).
  68. Cyclicity in cordilleran orogenic systems. \JournalTitleNature Geoscience 2, 251–257 (2009).
  69. Dickinson, W. R. Evolution of the north american cordillera. \JournalTitleAnnu. Rev. Earth Planet. Sci. 32, 13–45 (2004).
  70. Tectonic evolution of the sevier and laramide belts within the north american cordillera orogenic system. \JournalTitleEarth-Science Reviews 150, 531–593 (2015).
  71. The cretaceous-paleogene mexican orogen: Structure, basin development, magmatism and tectonics. \JournalTitleEarth-Science Reviews 183, 56–84 (2018).
  72. Chapman, J. B. et al. The north american cordilleran anatectic belt. \JournalTitleEarth-Science Reviews 215, 103576 (2021).
  73. Williams, H. Appalachian orogen in canada. \JournalTitleCanadian Journal of Earth Sciences 16, 792–807 (1979).
  74. Tectonic-stratigraphic subdivisions of central newfoundland. \JournalTitleCurrent Research, Part B. Geological Survey of Canada, Paper 88, 91–98 (1988).
  75. Evolution and structure of the lachlan fold belt (orogen) of eastern australia. \JournalTitleAnnual Review of Earth and Planetary Sciences 28, 47–80 (2000).
  76. Early ordovician development of the macquarie arc, lachlan orogen, new south wales. \JournalTitleAustralian Journal of Earth Sciences 54, 167–179 (2007).
  77. Palaeozoic lachlan orogen, australia; accretion and construction of continental crust in a marginal ocean setting: isotopic evidence from cambrian metavolcanic rocks. \JournalTitleGeological Society, London, Special Publications 318, 329–349 (2009).
  78. Collins, W. Evaluation of petrogenetic models for lachlan fold belt granitoids: implications for crustal architecture and tectonic models. \JournalTitleAustralian Journal of Earth Sciences 45, 483–500 (1998).
  79. Geologic evolution of the himalayan-tibetan orogen. \JournalTitleAnnual review of earth and planetary sciences 28, 211–280 (2000).
  80. Seismic imaging of the downwelling indian lithosphere beneath central tibet. \JournalTitleScience 300, 1424–1427 (2003).
  81. Van Hinsbergen, D. J. et al. Greater india basin hypothesis and a two-stage cenozoic collision between india and asia. \JournalTitleProceedings of the National Academy of Sciences 109, 7659–7664 (2012).
  82. Xu, Z. et al. Orogen-parallel ductile extension and extrusion of the greater himalaya in the late oligocene and miocene. \JournalTitleTectonics 32, 191–215 (2013).
  83. Xu, Z.-Q. et al. Crustal structure of the indus–tsangpo suture zone and its ophiolites in southern tibet. \JournalTitleGondwana Research 27, 507–524 (2015).
  84. Xiao, W. New paleomagnetic data confirm a dual-collision process in the himalayas. \JournalTitleNational Science Review 2, 395–396 (2015).
  85. Xiao, W. et al. Anatomy of composition and nature of plate convergence: Insights for alternative thoughts for terminal india-eurasia collision. \JournalTitleScience China Earth Sciences 60, 1015–1039 (2017).
  86. Hou, Z. et al. A genetic linkage between subduction-and collision-related porphyry cu deposits in continental collision zones. \JournalTitleGeology 43, 247–250 (2015).
  87. Evolution of the scourian complex. \JournalTitleGeological Society, London, Special Publications 43, 297–301 (1989).
  88. Caledonian magma genesis and crustal recycling. \JournalTitleJournal of Petrology 26, 515–544 (1985).
  89. The caledonian orogeny redefined. \JournalTitleJournal of the Geological society 157, 1149–1154 (2000).
  90. The cambrian-silurian tectonic evolution of the northern appalachians and british caledonides: history of a complex, west and southwest pacific-type segment of iapetus. \JournalTitleGeological Society, London, Special Publications 143, 197–242 (1998).
  91. Torsvik, T. et al. Continental break-up and collision in the neoproterozoic and palaeozoic—a tale of baltica and laurentia. \JournalTitleEarth-Science Reviews 40, 229–258 (1996).
  92. Oliver, G. J. Reconstruction of the grampian episode in scotland: its place in the caledonian orogeny. \JournalTitleTectonophysics 332, 23–49 (2001).
  93. Matte, P. Accretionary history and crustal evolution of the variscan belt in western europe. \JournalTitleTectonophysics 196, 309–337 (1991).
  94. Two plates—many subduction zones: the variscan orogeny reconsidered. \JournalTitleGondwana Research 24, 298–329 (2013).
  95. The formation of pangea. \JournalTitleTectonophysics 593, 1–19 (2013).
  96. Laurent, O. et al. Protracted, coeval crust and mantle melting during variscan late-orogenic evolution: U–pb dating in the eastern french massif central. \JournalTitleInternational Journal of Earth Sciences 106, 421–451 (2017).
  97. Mattauer, M. et al. Tectonics of the qinling belt: build-up and evolution of eastern asia. \JournalTitleNature 317, 496–500 (1985).
  98. Timing of collision of the north and south china blocks: controversy and reconciliation. \JournalTitleGeology 27, 123–126 (1999).
  99. Qinling orogenic belt and continental dynamics (2001).
  100. Tectonic architecture and multiple orogeny of the qinling orogenic belt, central china. \JournalTitleGondwana Research 29, 1–40 (2016).
  101. Geologic framework and tectonic evolution of the qinling orogen, central china. \JournalTitleTectonophysics 323, 183–196 (2000).

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