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- Creator:
- Wilson Mantilla, Jeffrey A.
- Description:
- Specimen GSI/GC/2903 is the 'cranial block' of the holotype of Sanajeh indicus. The scan includes part of GSI/GC/2903, including the nearly complete braincase (a partial parietal and frontal, prootics, otooccipitals, supraoccipital, supratemporal, basioccipital, and parabasisphenoid). The specimen was collected from Late Cretaceous-aged sediments near the village of Dholi Dungri, Gujarat, India. The specimen is housed in Geological Survey of India Palaeontology Division, Central Region, Nagpur, India. For assistance with access, please contact Dhananjay Mohabey ( dinomohabey@yahoo.com) or Bandana Samant ( bandanabhu@gmail.com). Casts of this and other elements of Sanajeh are available at the University of Michigan Museum of Paleontology. The specimen was collected under the auspices of a Joint Collaborative Programme through a Memorandum of Understanding involving the Geological Survey of India (Government of India, Ministry of Mines) and the University of Michigan Museum of Paleontology.
- Keyword:
- India snake Cretaceous Maastrichtian Gondwana paleontology
- Citation to related publication:
- Wilson, J. A., D. M. Mohabey, S. E. Peters, and J. J. Head 2010. Predation on hatchling dinosaurs by a new snake from the Late Cretaceous of India. PLoS Biology 8: 1–5. and Zaher, H., D. M. Mohabey, F. Grazziotin, and J. A. Wilson Mantilla. 2023. A Cretaceous stem snake with an ossified upper temporal bar and the origin of wide-gape feeding. Zoological Journal of the Linnean Society 197:656–697. https://doi.org/10.1093/zoolinnean/zlac001.
- Discipline:
- Science
-
- Creator:
- Vani Archaeological Survey
- Description:
- Just east of the hill crossed by the Baku-Supsa pipeline (A009) runs a minor tributary of the Phasis River (oriented northwest-southeast). The small village of Nigorzghva (A018) lies approximately 2 km up this stream, southeast of Sajavakho (A016). Two points of interest were recorded near Nigorzghva: a modern quarry with ancient pottery (A011) and a reported pithos burial (A012).
- Keyword:
- Modern Settlement
- Citation to related publication:
- Archaeological research in the area around Sajavakho began with limited excavations in 1896. In 1958 a survey carried out by the Kutaisi State Historical-Ethnographical Museum identified pithos graves at Sajavakho., 1898. “Otcheti arkheologicheskoi komissii za 1896 god [Reports of the archaeological committee for 1896].” Otchet Imperatorskoy arkheologicheskoy komissii [Report of the Archaeological Committee]. St. Petersburg. p. 109. (In Russian.) [OAK for 1896], 1971. Chronicles. Herald of Kutaisi Historical-Ethnographical Museum. Vol. 2. p. 135-136. (In Georgian.), Jikia, L. 1971. Antikuri khanis masalebi kutaisis muzeumshi. Kiemm, II. pp. 23., Noneshvili, A. I. 1992. Pogrebalnie obryady narodov Zakavkazya [Burial Rites of Trans-Caucasian Peoples]. Tbilisi. p. 52. (In Russian.), Charkviani, M. 2005. eqvtime taqaishvilis mier aghmochenili antikuri khanis arkeologiuri dzeglebi [Archaeological Monuments of Classical Time Found by Eqvtime Taqaishvili]. Iberia-Kolkheti 2: 76-84. p. 77. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 34. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- A local informant living in Nigorzghva named Besarion Garibaldidi showed us the location of a pithos burial atop a hillock northwest of the modern quarry in the same area (A011). He also brought from his house a ceramic vessel, which seemed not to be ancient.
- Keyword:
- 1st Millennium BCE and Burial
- Citation to related publication:
- Archaeological research in the area around Sajavakho began with limited excavations in 1896. In 1958 a survey carried out by the Kutaisi State Historical-Ethnographical Museum identified pithos graves at Sajavakho., 1898. “Otcheti arkheologicheskoi komissii za 1896 god [Reports of the archaeological committee for 1896].” Otchet Imperatorskoy arkheologicheskoy komissii [Report of the Archaeological Committee]. St. Petersburg. p. 109. (In Russian.) [OAK for 1896], 1971. Chronicles. Herald of Kutaisi Historical-Ethnographical Museum. Vol. 2. p. 135-136. (In Georgian.), Jikia, L. 1971. Antikuri khanis masalebi kutaisis muzeumshi. Kiemm, II. pp. 23., Noneshvili, A. I. 1992. Pogrebalnie obryady narodov Zakavkazya [Burial Rites of Trans-Caucasian Peoples]. Tbilisi. p. 52. (In Russian.), Charkviani, M. 2005. eqvtime taqaishvilis mier aghmochenili antikuri khanis arkeologiuri dzeglebi [Archaeological Monuments of Classical Time Found by Eqvtime Taqaishvili]. Iberia-Kolkheti 2: 76-84. p. 77. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 34. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- Just east of the hill crossed by the Baku-Supsa pipeline (A009) runs a minor tributary of the Phasis River (oriented northwest-southeast). The small village of Nigorzghva (A018) lies approximately 2 km up this stream. Just before Nigorzghva, on the right (northeast) bank of the stream, lies a modern gravel quarry. East of the quarry, we found 1st millennium B.C. Colchian coarseware and Mediaeval pottery fragments, likely washed down from the hillside above.
- Keyword:
- 1st Millennium BCE, Settlement, and Mediaeval
- Citation to related publication:
- Archaeological research in the area around Sajavakho began with limited excavations in 1896. In 1958 a survey carried out by the Kutaisi State Historical-Ethnographical Museum identified pithos graves at Sajavakho., 1898. “Otcheti arkheologicheskoi komissii za 1896 god [Reports of the archaeological committee for 1896].” Otchet Imperatorskoy arkheologicheskoy komissii [Report of the Archaeological Committee]. St. Petersburg. p. 109. (In Russian.) [OAK for 1896], 1971. Chronicles. Herald of Kutaisi Historical-Ethnographical Museum. Vol. 2. p. 135-136. (In Georgian.), Jikia, L. 1971. Antikuri khanis masalebi kutaisis muzeumshi. Kiemm, II. pp. 23., Noneshvili, A. I. 1992. Pogrebalnie obryady narodov Zakavkazya [Burial Rites of Trans-Caucasian Peoples]. Tbilisi. p. 52. (In Russian.), Charkviani, M. 2005. eqvtime taqaishvilis mier aghmochenili antikuri khanis arkeologiuri dzeglebi [Archaeological Monuments of Classical Time Found by Eqvtime Taqaishvili]. Iberia-Kolkheti 2: 76-84. p. 77. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 34. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- The modern village of Sajavakho lies 18 km west of Vani on the main east-west road south of the Phasis River, where the level river plain meets the foothills of the Lesser Caucasus. It is located in the Samtredia administrative district. The area of Sajavakho includes: the modern town; the hills around the town; a portion of the river plain between the main road and the Phasis River, near the confluence of the Phasis and Tskhenistsqali Rivers, locally known as “Port”; and a subordinate village called Nigorzghva southeast of Sajavakho (A018). In the hills southeast of the town, we identified the following points of interest: a sherd scatter on a hillside transversed by the Baku-Supsa pipeline (A009), and another sherd scatter on a cornfield located across a small stream at the base of this hill (A010). We observed no archaeological remains in the agricultural fields that blanket the area of the flat river plain north of Sajavakho called Port. Two points of interest were recorded southeast of Sajavakho along a small stream and parallel road near the modern hamlet of Nigorzghva (A018): a sherd scatter around a modern gravel quarry (A011) and a reported pithos burial (A012).
- Keyword:
- Modern Settlement
- Citation to related publication:
- Archaeological research in the area around Sajavakho began with limited excavations in 1896. In 1958 a survey carried out by the Kutaisi State Historical-Ethnographical Museum identified pithos graves at Sajavakho., 1898. “Otcheti arkheologicheskoi komissii za 1896 god [Reports of the archaeological committee for 1896].” Otchet Imperatorskoy arkheologicheskoy komissii [Report of the Archaeological Committee]. St. Petersburg. p. 109. (In Russian.) [OAK for 1896], 1971. Chronicles. Herald of Kutaisi Historical-Ethnographical Museum. Vol. 2. p. 135-136. (In Georgian.), Jikia, L. 1971. Antikuri khanis masalebi kutaisis muzeumshi. Kiemm, II. pp. 23., Noneshvili, A. I. 1992. Pogrebalnie obryady narodov Zakavkazya [Burial Rites of Trans-Caucasian Peoples]. Tbilisi. p. 52. (In Russian.), Charkviani, M. 2005. eqvtime taqaishvilis mier aghmochenili antikuri khanis arkeologiuri dzeglebi [Archaeological Monuments of Classical Time Found by Eqvtime Taqaishvili]. Iberia-Kolkheti 2: 76-84. p. 77. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 34. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- The south side of the hill crossed by the Baku-Supsa pipeline (A009) slopes down toward a stream (east of the pipeline). Across the stream lies a cornfield in which a great deal of pottery is visible on the surface. The pottery is mostly Mediaeval but includes some possibly Hellenistic pithos fragments. The photo in this record shows the stream near the cornfield.
- Keyword:
- Hellenistic, Settlement, and Mediaeval
- Citation to related publication:
- Archaeological research in the area around Sajavakho began with limited excavations in 1896. In 1958 a survey carried out by the Kutaisi State Historical-Ethnographical Museum identified pithos graves at Sajavakho., 1898. “Otcheti arkheologicheskoi komissii za 1896 god [Reports of the archaeological committee for 1896].” Otchet Imperatorskoy arkheologicheskoy komissii [Report of the Archaeological Committee]. St. Petersburg. p. 109. (In Russian.) [OAK for 1896], 1971. Chronicles. Herald of Kutaisi Historical-Ethnographical Museum. Vol. 2. p. 135-136. (In Georgian.), Jikia, L. 1971. Antikuri khanis masalebi kutaisis muzeumshi. Kiemm, II. pp. 23., Noneshvili, A. I. 1992. Pogrebalnie obryady narodov Zakavkazya [Burial Rites of Trans-Caucasian Peoples]. Tbilisi. p. 52. (In Russian.), Charkviani, M. 2005. eqvtime taqaishvilis mier aghmochenili antikuri khanis arkeologiuri dzeglebi [Archaeological Monuments of Classical Time Found by Eqvtime Taqaishvili]. Iberia-Kolkheti 2: 76-84. p. 77. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 34. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- Southeast of the modern town of Savajakho rises a hill over which runs the Baku Supsa pipeline. Where the pipeline runs along the northeast section of this hill, the vegetation has been cleared. Erosion of this cleared area has revealed pottery fragments, possibly classical, and fragments of burnt mud plaster.
- Keyword:
- Classical and Settlement
- Citation to related publication:
- Archaeological research in the area around Sajavakho began with limited excavations in 1896. In 1958 a survey carried out by the Kutaisi State Historical-Ethnographical Museum identified pithos graves at Sajavakho., 1898. “Otcheti arkheologicheskoi komissii za 1896 god [Reports of the archaeological committee for 1896].” Otchet Imperatorskoy arkheologicheskoy komissii [Report of the Archaeological Committee]. St. Petersburg. p. 109. (In Russian.) [OAK for 1896], 1971. Chronicles. Herald of Kutaisi Historical-Ethnographical Museum. Vol. 2. p. 135-136. (In Georgian.), Jikia, L. 1971. Antikuri khanis masalebi kutaisis muzeumshi. Kiemm, II. pp. 23., Noneshvili, A. I. 1992. Pogrebalnie obryady narodov Zakavkazya [Burial Rites of Trans-Caucasian Peoples]. Tbilisi. p. 52. (In Russian.), Charkviani, M. 2005. eqvtime taqaishvilis mier aghmochenili antikuri khanis arkeologiuri dzeglebi [Archaeological Monuments of Classical Time Found by Eqvtime Taqaishvili]. Iberia-Kolkheti 2: 76-84. p. 77. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 34. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Gosner, Linda R. and Smith, Alexander J.
- Description:
- Included here are 1) a detailed description of each of the dataset's components, 2) a database of all finds from the 2015 survey, 3) a database of faunal bone compiled by specialist Damià Ramis, 4) a description of the finds by category to accompany these databases, 5) a PDF of notes taken in the field, 6) field photographs of survey units, 7) object photographs of all finds, and 8) drawings of diagnostic ceramics by time period.
- Keyword:
- Sardinia, Mediterranean archaeology, archaeological survey, pedestrian survey, and Classical archaeology
- Citation to related publication:
- Stiglitz, Alfonso, Enrique Díes Cusí, Damià Ramis, Andrea Roppa, and Peter van Dommelen. “Intorno Al Nuraghe: Notizie Preliminari Sul Progetto S’Urachi (San Vero Milis, OR).” Quaderni. Rivista Di Archeologia 26 (2015): 191–218. https://quaderniarcheocaor.beniculturali.it/index.php/qua/article/view/80/78
- Discipline:
- Social Sciences
-
- Creator:
- Brasch, Jonathan M, Elipot, Shane, and Arbic, Brian
- Description:
- For Drifters, HYCOM, MITgcm: Spectra and kinetic energy files. Please see readme.txt for a description of all data and code contained here. and - Compare kinetic energies (KE) of high-resolution global ocean models estimated from rotary spectra to KE in surface drifter observations. - Near-inertial KE is closer to drifter observations in models with frequently updated wind forcing - Internal tide KE is closer to drifter observations in models with topographic wave drag
- Keyword:
- oceanography, rotary spectra, kinetic energy, sea surface velocity, and drifters
- Citation to related publication:
- Elipot, S., Lumpkin, R., Perez, R. C., Lilly, J. M., Early, J. J., & Sykulski, A. M. (2016). A global surface drifter data set at hourly resolution. Journal of Geophysical Research: Oceans, 121(5), 2937–2966. https://doi.org/10.1002/2016JC011716
- Discipline:
- Science
-
Roman
User Collection- Creator:
- Vani Archaeological Survey
- Description:
- Roman activity documented by the Vani Archaeological Survey
- Keyword:
- Roman
7Works -
- Creator:
- Townsend, Kirk F., Clark, Marin K., and Niemi, Nathan A.
- Description:
- These datasets support the findings of Townsend et al. (in review) investigating the timing of faulting relative to changes in the orientation of the North American-Pacific plate boundary. Coeval with development of an oblique plate boundary segment (i.e. the “Big Bend” of the San Andreas fault), active shortening is inferred to have initiated at ~5 Ma in the Western Transverse Ranges (WTR). However, new low-temperature thermochronometric transects yield Miocene to Pleistocene apatite (U-Th-Sm)/He cooling ages and partially reset zircon (U-Th)/He ages. Inverse thermal modelling indicate that reverse faulting initiated as early as 10 Ma, several million years prior to our current understanding of the timing of the Big Bend. New and existing thermochronometry data delineate the WTR as the locus of rapid post-Miocene exhumation, and demonstrate that similar exhumation is not present in the broader region surrounding the Big Bend. We posit that reverse faulting is localized in the WTR because of a weak underlying lithosphere and predates the more recent geometric anomaly of the restraining bend in the transform margin.
- Keyword:
- Reverse faults, Fault initiation, Fault propagation, Low-temperature thermochronometry, Western Transverse Ranges, and San Andreas Fault
- Citation to related publication:
- Townsend, K. F., Clark, M. K., & Niemi, N. A., in review, Reverse faulting within a continental plate boundary transform system. Tectonics
- Discipline:
- Science
-
- Creator:
- Almazroa, Ahmed
- Description:
- The dataset includes 3 different files: 1) MESSIDOR dataset file contains 460 original images and 460 images for every single ophthalmologist manual marking in total of 3220 images for the entire file. 2) Bin Rushed Ophthalmic center file and contains 195 original images and 195 images for every single ophthalmologist manual marking in total of 1365 images for the entire file. 3) Magrabi Eye center file and contains 95 original images and 95 images for every single ophthalmologist manual marking in total of 665 images for the entire file. The total of all the dataset images are 750 original images and 4500 manual marked images. The images are saved in JPG and TIFF format., NOTE ON THE DATA: Depositor accidentally left out 50 images from the BinRushed folder from the original deposit. A corrected BinRushed folder that includes these 50 images was added to this data set on May 21, 2018., and NOTE ON DOWNLOADING: The file "MESSIDOR.zip" is too large to be downloaded through Deep Blue Data. Please use Globus to download this file.
- Keyword:
- Medical imaging, Optic cup, Image processing, Optic disc, Glaucoma, Optic nerve head, Image segmentation, Fundus images, and Automated glaucoma screening system
- Citation to related publication:
- Ahmed Almazroa, Sami Alodhayb, Essameldin Osman, Eslam Ramadan, Mohammed Hummadi, Mohammed Dlaim, Muhannad Alkatee, Kaamran Raahemifar, Vasudevan Lakshminarayanan, "Retinal fundus images for glaucoma analysis: the RIGA dataset", Proc. SPIE 10579, Medical Imaging 2018: Imaging Informatics for Healthcare, Research, and Applications, 105790B (6 March 2018); doi: 10.1117/12.2293584; https://doi.org/10.1117/12.2293584
- Discipline:
- Health Sciences
-
- Creator:
- Huang, Yihe
- Description:
- Geological and geophysical observations reveal along-strike fault zone heterogeneity on major strike-slip faults, which can play a significant role in earthquake rupture propagation and termination. I present 2D dynamic rupture simulations to demonstrate rupture characteristics in such heterogeneous fault zone structure. The modeled rupture is nucleated in a damaged fault zone and propagates on a preexisting fault towards the zone of intact rocks. There is an intermediate range of nucleation lengths that only allow rupture to spontaneously propagate in the damaged fault zone but not in a homogeneous medium. I find that rupture with an intermediate nucleation length tends to stop when it reaches the zone of intact rocks, especially when the rupture propagation distance in the damaged fault zone is relatively short and when the damaged fault zone is relatively narrow or smooth in the fault-normal direction. Pronounced small-scale heterogeneity within the damaged fault zone also contributes to such early rupture termination. In asymmetric fault zones bisected by a bimaterial fault, rupture moving in the direction of slip of faster rocks tends to terminate under the same conditions as in symmetric fault zones, whereas rupture moving in the direction of slip of slower rocks can penetrate into the zone of intact rocks. Break-through rupture is allowed when a sufficiently-large asperity is located at the edge of the zone of intact rocks. The results suggest the along-strike fault zone heterogeneity can play a critical role in seismicity distribution. The data set contains multiple folders of simulation results from the SEM2DPACK that demonstrate the above findings. The folder name includes the model parameters in each simulation as explained in the README file. The Flt01_sem2d.data file in the folder documents the slip, slip rate and stresses from each simulation. The files are also explained in the manual of SEM2DPACK ( http://web.gps.caltech.edu/~ampuero/soft/users_guide_sem2dpack.pdf). Please refer to section 4.6 in the manual and use “sem2d_read_fault.m” in the POST folder of SEM2DPACK to plot the results.
- Keyword:
- Damaged fault zone, fault zone heterogeneity, earthquake rupture termination, and seismicity distribution
- Discipline:
- Science
-
- Creator:
- Morales, Annareli
- Description:
- The research that produced this data involves exploring the sensitivity of orographic precipitation to changes in microphysical parameters found in the Morrison microphysics scheme within CM1 model. These microphysical sensitivities are also tested within different environments. The tests can be described as "one-at-a-time" experiments, i.e., an individual parameter is perturbed while keeping the rest constant. Annareli Morales conducted this research for her PhD research while working at the Mesoscale and Microscale Meteorology lab at NCAR in Boulder, CO.
- Keyword:
- Orographic precipitation
- Citation to related publication:
- Morales, A., H. Morrison, and D. Posselt, 2018: Orographic precipitation response to microphysical parameter perturbations for idealized moist nearly neutral flow. Journal of Atmospheric Science, 75, 1933-1953, https://doi.org/10.1175/JAS-D-17-0389.1
- Discipline:
- Science
-
- Creator:
- Iong, Daniel, Chen, Yang, Toth, Gabor, Zou, Shasha, Pulkkinen, Tuija I., Ren, Jiaen, Camporeale, Enrico, and Gombosi, Tamas I. I.
- Description:
- In this work, we trained gradient boosted trees using XGBoost to predict the SYM-H forecasting using different combinations of solar wind and interplanetary magnetic field (IMF) parameters. Data are in csv and Python pickle formats.
- Keyword:
- SYM-H forecasting
- Citation to related publication:
- Iong, D., Y. Chen, G. Toth, S. Zou, T. I. Pulkkinen, J. Ren, E. Camporeale, and T. I. Gombosi, New Findings from Explainable SYM-H Forecasting using Gradient Boosting Machines, Space Weather,11, accepted, 2022. https://doi.org/10.1002/essoar.10508063.3
- Discipline:
- Science
-
- Creator:
- Jivani, Aniket, Sachdeva, Nishtha, Huang, Zhenguang, Chen, Yang, van der Holst, Bart, Manchester, Ward, Iong, Daniel, Chen, Hongfan, Zou, Shasha, Huan, Xun, and Toth, Gabor
- Description:
- In this work, we perform Global Sensitivity Analysis (GSA) for the background solar wind in order to quantify contributions from uncertainty of different model parameters to the variability of in-situ solar wind speed and density at 1au, both of which have a major impact on CME propagation and strength. Scripts written in the Julia language are used to build the PCE and calculate the sensitivity results. Data is available in csv, NetCDF and JLD files. A `Project.toml` file is included to activate and install all required dependencies (See README for details).
- Keyword:
- Uncertainty Quantification, Space Weather, and Global Sensitivity Analysis
- Discipline:
- Engineering
-
Resources for Training Machine Learning Algorithms Using CAM6 Simple Physics Packages
User Collection- Creator:
- Limon, Garrett
- Description:
- The collection contains the code and the data used to train machine learning algorithms to emulate simplified physical parameterizations within the Community Atmosphere Model (CAM6). CAM6 is the atmospheric general circulation model (GCM) within the Community Earth System Model (CESM) framework, developed by the National Center for Atmospheric Research (NCAR). GCMs are made up of a dynamical core, responsible for the geophysical fluid flow calculations, and physical parameterization schemes, which estimate various unresolved processes. Simple physics schemes were used to train both random forests and neural networks in the interest of exploring the feasibility of machine learning techniques being used in conjunction with the dynamical core for improved efficiency of future climate and weather models. The results of the research show that various physical forcing tendencies and precipitation rates can be effectively emulated by the machine learning models.
- Keyword:
- Machine Learning, Climate Modeling, and Physics Emulators
- Discipline:
- Science and Engineering
2Works -
- Creator:
- Sant, Stacy-Lynn, Maleske, Christine, and Vanderboll, Kathryn
- Description:
- This dataset includes the list of journals searched in this review and the complete literature search strategies, as well as a full citation list and journal analysis of all studies included in the review. and No proprietary software is required to open any of these files.
- Keyword:
- Sport Management, Sport Events, Human Rights, and Scoping Review
- Discipline:
- Other
-
- Creator:
- Potter, Natalie S., McLean, Alan , Bornowski, Evan C., Hopkins, Thomas, Luo, Jingyi, Wolfe, John P., Qian, Wei, and Kopelman, Raoul
- Description:
- Research data supporting, 'Flexible Synthesis Scheme and Application of AuNP Surface-Conjugatable Meta-Iodobenzylguanidine Derivatives for Enhanced Cellular Internalization', 10.1021/acsmaterialslett.3c00781, AuNP = Au nanoparticle. In 10.1021/acsmaterialslett.3c00781, we report the synthesis and application of two metaiodobenzylguanidine (MIBG) derivatives decorated on the surface of AuNPs at high molar ratios; greatly enhanced cellular uptake is observed across neuroblastoma (NB), HeLa, and HEK cell lines. This dataset consists of synthetic NMR and mass spec data for the small molecules and their intermediates, dark-field microscopy data, inductively-coupled plasma mass spectrometry data, and raw data for characterizing the AuNPs (TEM, DLS, zeta potential).
- Keyword:
- chemistry, MIBG, nanoparticle, AuNP, synthesis, ICP-MS
- Citation to related publication:
- Flexible Synthesis Scheme and Application of AuNP Surface-Conjugatable Metaiodobenzylguanidine Derivatives for Enhanced Cellular Internalization Natalie S. Potter, Alan McLean, Evan C. Bornowski, Thomas Hopkins, Jingyi Luo, John P. Wolfe, Wei Qian, and Raoul Kopelman ACS Materials Letters Article ASAP DOI: 10.1021/acsmaterialslett.3c00781
- Discipline:
- Science
-
- Creator:
- Arbic, Brian K. and Luecke, Conrad A.
- Description:
- The locations ("locs") files in this directory contain indices pointing to the locations in the CMA superset datafiles that were used in the Luecke et al. 2020 comparison of HYCOM and MITgcm model output to CMA observations.
- Keyword:
- Physical oceanography, Numerical modeling, Ocean modeling, Model/data comparisons, and Internal gravity waves
- Citation to related publication:
- Luecke, C. A., Arbic, B. K., Richman, J. G., Shriver, J. F., Alford, M. H., Ansong, J. K., Bassette, S. L., Buijsman, M. C., Menemenlis, D., Scott, R. B., Timko, P. G., Voet, G., Wallcraft, A. J., & Zamudio, L. (2020). Statistical Comparisons of Temperature Variance and Kinetic Energy in Global Ocean Models and Observations: Results From Mesoscale to Internal Wave Frequencies. Journal of Geophysical Research: Oceans, 125(5), e2019JC015306. https://doi.org/10.1029/2019JC015306
- Discipline:
- Science
-
Reported Finds
User Collection- Creator:
- Vani Archaeological Survey
- Description:
- Reported finds in the region as documented by the Vani Archaeological Survey
- Keyword:
- Reported Find
16Works -
- Creator:
- Umaña, Maria, Swenson, Nathan G, and Arellano, Gabriel
- Description:
- Identifying the functional traits that enable recovery after extreme events is necessary for assessing forest persistence and functioning, yet this is a difficult task because the traits mediating the responses to disturbance may vary depending on the disturbance type and over time. This study investigates the effects of traits on tree growth –for short and longer terms– in response to two vastly different extreme climatic events, droughts, and hurricanes, in a Puerto Rican forest.
- Keyword:
- Tropical tree, relative growth rates , and Puerto Rico
- Citation to related publication:
- Umaña, M. N. In review. The interplay of drought and hurricanes on tree recovery: insights from dynamic and weak functional responses. Forthcoming and Umana, M. (2023). Functional trait data across an elevational gradient of six tree species in El Yunque National Park, Puerto Rico in 2015 [Data set], University of Michigan - Deep Blue Data. https://doi.org/10.7302/7962-4t98
- Discipline:
- Science
-
- Creator:
- Sifuentes, Christopher J
- Description:
- Inverse PCR and genome-walking data.
- Keyword:
- regeneration, stem cells, photoreceptor, zebrafish, and Müller glia
- Citation to related publication:
- Sifuentes, C. J. (2016). Regulation of Müller glial stem cell properties: Insights from a zebrafish model (Doctoral dissertation). Retrieved from http://hdl.handle.net/2027.42/135939
- Discipline:
- Science
-
- Creator:
- Sifuentes, Christopher J
- Description:
- Linkage plots and data for mi2004 mutants.
- Keyword:
- Müller glia, stem cells, photoreceptor, zebrafish, and regeneration
- Citation to related publication:
- Sifuentes, C. J. (2016). Regulation of Müller glial stem cell properties: Insights from a zebrafish model (Doctoral dissertation). Retrieved from http://hdl.handle.net/2027.42/135939
- Discipline:
- Science
-
- Creator:
- Sifuentes, Christopher J
- Description:
- Pathway data from mi2004 mutants.
- Keyword:
- Müller glia, stem cells, photoreceptor, zebrafish, and regeneration
- Citation to related publication:
- Sifuentes, C. J. (2016). Regulation of Müller glial stem cell properties: Insights from a zebrafish model (Doctoral dissertation). Retrieved from http://hdl.handle.net/2027.42/135939
- Discipline:
- Science
-
- Creator:
- Sifuentes, Christopher J
- Description:
- Gene ontology data from mi2004 mutants
- Keyword:
- Müller glia, stem cells, photoreceptor, zebrafish, and regeneration
- Citation to related publication:
- Sifuentes, C. J. (2016). Regulation of Müller glial stem cell properties: Insights from a zebrafish model (Doctoral dissertation). Retrieved from http://hdl.handle.net/2027.42/135939
- Discipline:
- Science
-
- Creator:
- Sifuentes, Christopher J
- Description:
- Differential expression data and genes in linked peaks in mi2004 mutants.
- Keyword:
- Müller glia, stem cells, photoreceptor, zebrafish, and regeneration
- Citation to related publication:
- Sifuentes, C. J. (2016). Regulation of Müller glial stem cell properties: Insights from a zebrafish model (Doctoral dissertation). Retrieved from http://hdl.handle.net/2027.42/135939
- Discipline:
- Science
-
- Creator:
- Sifuentes, Christopher J
- Description:
- Pathway data for zebrafish regeneration and mouse degeneration models.
- Keyword:
- regeneration, stem cells, photoreceptor, zebrafish, and Müller glia
- Citation to related publication:
- Sifuentes, C. J. (2016). Regulation of Müller glial stem cell properties: Insights from a zebrafish model (Doctoral dissertation). Retrieved from http://hdl.handle.net/2027.42/135939
- Discipline:
- Science
-
- Creator:
- Sifuentes, Christopher J
- Description:
- Gene ontology data from zebrafish regeneration and mouse degeneration models.
- Keyword:
- Müller glia, stem cells, photoreceptors, zebrafish, and regeneration
- Citation to related publication:
- Sifuentes, C. J. (2016). Regulation of Müller glial stem cell properties: Insights from a zebrafish model (Doctoral dissertation). Retrieved from http://hdl.handle.net/2027.42/135939
- Discipline:
- Science
-
- Creator:
- Sifuentes, Christopher J
- Description:
- Differential expression data from zebrafish regeneration and mouse degeneration models.
- Keyword:
- regeneration, stem cells, photoreceptor, zebrafish, and Müller glia
- Citation to related publication:
- Sifuentes, C. J. (2016). Regulation of Müller glial stem cell properties: Insights from a zebrafish model (Doctoral dissertation). Retrieved from http://hdl.handle.net/2027.42/135939
- Discipline:
- Science
-
- Creator:
- Steiner, Allison and Bryan, Alex
- Description:
- Included are RegCM simulations driven by three different types of boundary conditions 1. ERA - present day only (1979-2005) 2. GFDL - present day (1978-2005) and future (2041-2065) 3. HadGEM - present day (1978-2005) and future (2041-2065) Each directory has three files with monthly averaged values: ATM: includes 4D (t,z,y,x) atmospheric fields (pressure, winds, temperature, specific humidity, cloud water) and some 3D fields (t,y,x) precipitation, soil temperature, soil water SRF: includes 3D (t,y,x) surface variables (surface pressure, 10m winds, drag coefficient, surface temperature, 2m air temperature, soil moisture, precipitation, runoff, snow, sensible heat flux, latent heat flux, surface radiation components (SW, LW), PBL height, albedo, sunshine duration) RAD: includes 4D radiative transfer variables (SW and LW heating, TOA fluxes, cloud fraction, ice water content) clm_h0 files: CLM land surface files, includes canopy variables, surface fluxes, soil moisture by layers, etc. "
- Keyword:
- climate
- Citation to related publication:
- Bryan, A. M., A. L. Steiner, and D. J. Posselt (2015), Regional modeling of surface-atmosphere interactions and their impact on Great Lakes hydroclimate, J. Geophys. Res. Atmos., 120, 1044–1064. https://doi.org/10.1002/2014JD022316
- Discipline:
- Science
-
- Creator:
- Galaty, Michael
- Description:
- The database for each site includes level and feature forms for each excavated unit. These forms describe each level or feature in detail, including soil color and texture, soil inclusions, artifact density, disturbances, pertinent measurements, etc.
- Keyword:
- archaeology
- Discipline:
- Humanities and Science
-
Realm 5: Geological Data
User Collection- Creator:
- Galaty, Michael
- Description:
- The PASH Data Collection is comprised of Five data “realms”: 1) Survey and site data, 2) Settlement excavations, 3) Tumulus (burial mound) survey and excavations, 4) Artifact analysis, and 5) Geological data. All of the geological data from cores and auger holes have been made available in PASH Deep Blue Data Realm 5. , Much of the work conducted by PASH took place on a geomorphic feature we call the Shtoj alluvial fan. Geological research was done along the distal margins of the Shtoj alluvial fan in the fringing freshwater wetlands of Shkodër Lake. Field reconnaissance in 2010 consisted of drilling twelve 5-cm diameter auger holes across the fan to a maximum depth of 4.8 m. A composite sediment sample was collected every 0.3 m during drilling. Between 2012 and 2014, sediment cores were taken at four wetland locations on the southeastern shore of Shkodër Lake. North-south trending core locations were selected following results of samples collected during the 2010 reconnaissance and are 1 km east of the Shkodër Lake shoreline. Twenty-two cores, ranging in length from 0.24 m to 0.87 m, were taken from four sites using a 6.3-cm diameter polycarbonate piston corer. , and (See readme in Geological Data record for full documentation; Chapter linked to: Chapter Two).
- Keyword:
- archaeology
- Discipline:
- Science and Humanities
1Works -
Realm 4: Artifact Analysis
User Collection- Creator:
- Galaty, Michael
- Description:
- The PASH Data Collection is comprised of Five data “realms”: 1) Survey and site data, 2) Settlement excavations, 3) Tumulus (burial mound) survey and excavations, 4) Artifact analysis, and 5) Geological data. All databases, drawings, photographs, photo descriptions, radiocarbon dates, and analytical data related to artifacts, ecofacts, and human remains have been made available in PASH Deep Blue Data Realm 4. Each artifact dataset will include all or some of the following: - Database files: CSV, Excel, PDF, Word; - Photos: Jpeg; - Drawings: PDF Total size of all files: approximately 10 gigabytes. See individual records or readme for linked chapters. and All artifacts found in the course of survey and excavation were brought to a museum facility in Shkodër (at the Hotel Meteor, on the Shkodër-Koplik road). They were cleaned, labeled, drawn, photographed, and described. Artifact descriptions were entered into one of three databases: pottery, chipped stone, and small finds. Each artifact was assigned a unique identifying number containing locational information. Pottery numbers typically begin with a tract or other collection unit (e.g., grid square in a site-surface collection) identifier, followed by a sequence number if more than one potsherd or ceramic was located in a tract or unit. Lithics and other small finds were assigned a GT number (GT-001, GT-002, etc.; GT being the Albanian acronym for Small Find). During a study season held in December 2014, artifacts were analyzed in more detail by specialists, each of whom produced a lengthier description of pottery, chipped stone, or small finds. A subset of ceramic and groundstone samples was retained for petrographic and chemical analysis. Finally, all seeds and wood charcoal recovered through flotation and all animal bones were analyzed. Human remains from Tumulus 99 were subjected to Strontium-isotope and aDNA analysis.
- Keyword:
- archaeology
- Discipline:
- Humanities and Science
6Works -
Realm 3: Tumulus Excavations
User Collection- Creator:
- Galaty, Michael
- Description:
- The PASH Data Collection is comprised of Five data “realms”: 1) Survey and site data, 2) Settlement excavations, 3) Tumulus (burial mound) survey and excavations, 4) Artifact analysis, and 5) Geological data. All databases, field notebooks, unit and profile drawings, photographs, photo descriptions, radiocarbon dates, and geophysical survey data related to the tumuli excavations have been made available in PASH Deep Blue Data Realm 3., Total size of all files: approximately 2 gigabytes Chapter(s) linked to: Eight Abbreviations: “T” = tumulus, as in T099; “S” = site, as in S006, The excavation methods employed by PASH at tumuli replicate those employed at settlements. Natural stratigraphy was followed where possible, and arbitrary stratigraphic levels were defined when necessary. Arbitrary stratigraphic levels at tumuli often exceeded the 10 cm interval used at settlements, due to the large number of large rocks that needed to be removed. Due to the numerous rocks, not all mound fill was screened; rather, we screened every third bucket through quarter-inch mesh. By contrast, all soil from features was screened. Soil was sampled for flotation and water screening from every level and feature, but unlike samples from settlements, it has not been processed and analyzed. Each tumulus, being roughly circular, was divided into quadrants along the cardinal directions, and 1-m baulks between quadrants were defined. Quadrants were excavated separately by level. Sometimes quadrants were excavated concurrently. Tumulus unit/level/feature designations are therefore preceded by tumulus (T000) and quadrant (Q000) numbers. Artifact provenience was recorded down to levels and features, with important in situ artifacts sometimes being mapped into level/feature drawings along x-y-z axes. Strata and artifacts were measured cm below surface using a dumpy level. All levels and features were drawn and photographed, individually and by quadrant. , In each mound we followed natural stratigraphy whenever and wherever possible. However, given the steep downward curves of many strata, following the slopes of mound surfaces, this was not always possible. Thus, it is likely that some levels combine artifacts from different mound strata. To control partially for this difficulty, quadrant levels were often subdivided into separate units on the interior or the exterior of mounds (designated “collections units” or CUs). Mound and grave architecture, when present, was left in place until fully defined and documented and then removed if necessary. Baulks were drawn in profile and photographed and removed en masse at the end of each excavation., and Prior to excavation, all mounds surveyed in Shtoj and Shkrel were mapped and fully documented. The state of preservation (present day and projected into the future) of each mound was recorded (from poor to excellent, and from fully safe to critically endangered). Given that so many mounds in both regions were already damaged or had been destroyed, or were actively threatened, we decided to excavate mounds that were (1) already completely removed (T-085), (2) damaged by agricultural activities (T-052), (3) going to be removed by a landowner (despite legal prohibitions) (T-088), and (4) previously looted or excavated (T-099). We did not want to excavate seemingly intact, undamaged mounds. Our tumulus excavations can therefore be aptly described as “rescue” excavations.
- Keyword:
- archaeology
- Discipline:
- Science and Humanities
5Works -
Realm 2: Settlement Excavations
User Collection- Creator:
- Galaty, Michael
- Description:
- The PASH Data Collection is comprised of Five data “realms”: 1) Survey and site data, 2) Settlement excavations, 3) Tumulus (burial mound) survey and excavations, 4) Artifact analysis, and 5) Geological data. All databases, field notebooks, unit and profile drawings, photographs, photo descriptions, radiocarbon dates, and geophysical survey data related to the settlement excavations have been made available in PASH Realm 2. and The excavations we conducted at Kodër Boks, Zagorë, and Gajtan were designed to gather as much data as possible, as quickly as possible. They were composed of test pits (“units,” i.e., sondages), primarily 1x1 m in size, occasionally larger, positioned based on the results of field surveys and systematic surface collections of artifacts, but also with reference to prior excavations (at Zagorë and Gajtan) and geophysical data (collected at Gajtan). Excavations followed natural stratigraphy where possible; when such strata were not present, we excavated in 10-cm arbitrary levels. Artifact provenience was recorded down to levels and features, with important in situ artifacts sometimes being mapped into level/feature drawings along x-y-z axes. When identified, archaeological features (e.g., pits, floors, walls, etc.) were excavated separately from levels. Excavators organized forms and accompanying journal entries by “level” and “feature” for each unit. Each level and feature was drawn and photographed. Artifacts were bagged together by level and type. Radiocarbon samples were wrapped in tin foil and bagged separately. Soil samples were taken from each level using the “pinch” method. Upon completion, a profile wall of each unit was photographed, and, in some cases, drawn. Artifacts (with the exception of metal) were washed in water, dried on racks in the sun, and sorted and labeled in the PASH field laboratory. They were analyzed in preliminary fashion first in the field by PASH staff and later by experts.
- Keyword:
- archaeology
- Discipline:
- Science and Humanities
3Sub-collections0Works -
- Creator:
- Galaty, Michael
- Description:
- PDFs of scans of miscellaneous documents related to a particular excavation, including, e.g., excavation forms, maps of units, and drawings of units and unit profiles.
- Keyword:
- archaeology
- Discipline:
- Science and Humanities
-
- Creator:
- Galaty, Michael
- Description:
- PDFs of Accelerator Mass Spectroscopy (AMS) radiocarbon reports, including calibration curves. Reports include sample type (e.g., charcoal, bone, sediment), date, date calibrated, standard deviation, etc.
- Keyword:
- archaeology
- Discipline:
- Humanities and Science
-
- Creator:
- Galaty, Michael
- Description:
- Photos are of each level in each unit, and of features. Photos are labeled with the site number, date taken, and a ID number, e.g., S015-05262014-001 = the first photo taken on May 25, 2014 during the excavation of Zagorë. The photolog lists each photo taken of a site during excavation in order by photo number (site number, date taken, ID number), with a description.
- Keyword:
- archaeology
- Discipline:
- Science and Humanities
-
- Creator:
- Galaty, Michael
- Description:
- The database for each site includes level and feature forms for each excavated unit. These forms describe each level or feature in detail, including soil color and texture, soil inclusions, artifact density, disturbances, pertinent measurements, etc.
- Discipline:
- Science and Humanities
-
- Creator:
- Galaty, Michael
- Description:
- PDFs of scans of miscellaneous documents related to a particular excavation, including, e.g., excavation forms, maps of units, and drawings of units and unit profiles.
- Discipline:
- Humanities and Science
-
- Creator:
- Galaty, Michael
- Description:
- Photos are of each level in each unit, and of features. Photos are labeled with the site number, date taken, and a ID number (e.g., S015-05262014-001 = the first photo taken on May 25, 2014 during the excavation of Zagorë). The photolog lists each photo taken of a site during excavation in order by photo number (site number, date taken, ID number), with a description.
- Discipline:
- Humanities and Science
-
- Creator:
- Galaty, Michael
- Description:
- The database for each site includes level and feature forms for each excavated unit. These forms describe each level or feature in detail, including soil color and texture, soil inclusions, artifact density, disturbances, pertinent measurements, etc.
- Discipline:
- Humanities and Science
-
- Creator:
- Galaty, Michael
- Description:
- PDFs of scans of miscellaneous documents related to a particular excavation, including, e.g., excavation forms, maps of units, and drawings of units and unit profiles.
- Keyword:
- archaeology
- Discipline:
- Science and Humanities
-
- Creator:
- Galaty, Michael
- Description:
- PDFs of Accelerator Mass Spectroscopy (AMS) radiocarbon reports, including calibration curves. Reports include sample type (e.g., charcoal, bone, sediment), date, date calibrated, standard deviation, etc.
- Keyword:
- archaeology
- Discipline:
- Humanities and Science
-
- Creator:
- Galaty, Michael
- Description:
- Raw geophysical data from GPR surveys at Gajtan, reported at multiple depth slices.
- Keyword:
- archaeology
- Discipline:
- Science and Humanities
-
- Creator:
- Galaty, Michael
- Description:
- Photos are of each level in each unit, and of features. Photos are labeled with the site number, date taken, and a ID number, e.g., S015-05262014-001 = the first photo taken on May 25, 2014 during the excavation of Zagorë. The photolog lists each photo taken of a site during excavation in order by photo number (site number, date taken, ID number), with a description.
- Keyword:
- archaeology
- Discipline:
- Humanities and Science
-
Realm 1: Field Survey and Site Collections
User Collection- Creator:
- Galaty, Michael
- Description:
- The PASH Data Collection is comprised of Five data “realms”: 1) Survey and site data, 2) Settlement excavations, 3) Tumulus (burial mound) survey and excavations, 4) Artifact analysis, and 5) Geological data. All databases, field notebooks, paper maps, GIS files, photographs, and photo descriptions related to the intensive survey, of tracts and tumuli, and the collection of sites have been made available in PASH Deep Blue Data Realm 1 (this sub-collection)., Over the course of five years, 11 field teams (Teams A–K) surveyed 2530 tracts in Shkrel and Shtoj, covering 16.1 km2. Survey data were eventually collapsed into six geographic zones (1–6). All tracts were surveyed using standard Mediterranean survey methods. For each tract (recorded consecutively by team letter and a number, e.g. A-001, A-002, etc.), surveyors walked at 15-m intervals and counted all tile/brick, ceramic fragments, and small finds. We conducted a full-coverage survey, meaning that all land forms—including fields, hills, and terraces—in each survey zone were surveyed, unless the landowner objected or the vegetation was so dense as to render survey impossible. Each tract was photographed and a GPS point at the center of the tract was obtained. Photos and photo descriptions were maintained in separate databases by each team. Information about tracts was recorded by hand in notebooks by team leaders. This included data about a tract’s soil, geology, ground cover (plants growing in the tract, crops planted in the field), associated structures, associated archaeological features (including tumuli), informant testimony, visibility, and, most critically, artifact counts. , and Realm 1 is divided into two sub-collections: Survey Data and Site Data. Both sub-collections are organized by data type. Survey data includes Tract photos and Photologs, Survey maps, Spatial data files, and a Collection Unit (CU) survey database. Site Data includes the Site database, Site documentation, Site photos and Photologs, and Spatial data files.
- Keyword:
- archaeology
- Discipline:
- Science and Humanities
2Sub-collections0Works -
- Creator:
- Galaty, Michael
- Description:
- Each tract has a photo, a few have associated feature photos. Each photo is labelled with the date it was taken, and a consecutive number: ex. “A-150610-001”. Photos are in folders by team, and by date: Team A (362 megs), Team B (963 megs), Team C (638 megs), Team D (1.45 GB), Team E ( 1.41 GB), Team F (619 megs), Team G (461 megs), Team H (233 megs), Team I (817 megs), Team J (903 megs), and Team K (226 megs). Each folder is accompanied by an Excel photo log, exported to CSV, that provides captions.
- Keyword:
- archaeology
- Discipline:
- Science
-
- Creator:
- Galaty, Michael
- Description:
- PDF of scans of the original tract maps drawn in the field by each team leader. These were digitized each night to create shape files for each tract in the PASH Geographic Information System (GIS).
- Discipline:
- Science
-
- Creator:
- Galaty, Michael
- Description:
- GIS shape files for each tract along with additional, generic spatial data, including files for tract visibility, vegetation, overall pottery density, and overall tile density. The latter two are not chronologically specific; they include all pottery and tile counts by tract, regardless of age.
- Keyword:
- archaeology
- Discipline:
- Science
-
- Creator:
- Galaty, Michael
- Description:
- PDFs of the reports written by survey team leaders at the end of the season, including the report as submitted and a final edited version. There are two reports for each team. [NOTE: in some cases, only the final edited version of a report is included.]
- Keyword:
- archaeology
- Discipline:
- Science
-
- Creator:
- Galaty, Michael
- Description:
- Field notebooks include sketches and other notes about the site. NOTE: Many of these are poorly scanned and difficult to read.
- Discipline:
- Science
-
- Creator:
- Galaty, Michael
- Description:
- CU (survey) database – The full CU (Collection Unit, i.e. “tract”) database, which includes all tract-survey data from all teams together in one place. This file is a .CSV export from FileMaker. Each entry includes data about each tract surveyed (see data dictionary). Tract locations are available via accompanying GIS shape files. NOTE: some tract database entries lack complete location data, e.g., a UTM Northing is present but not the Easting. These are available via the spatial data files work: https://deepblue.lib.umich.edu/data/concern/data_sets/k0698807d?locale=en. and CU (survey) database, by team – A copy of each team’s (A-K) Collection Unit (CU; i.e. “tract”) database is also included. These files are .CSV exports from the original FileMaker database.
- Keyword:
- archaeology
- Discipline:
- Science
-
- Creator:
- Galaty, Michael
- Description:
- A folder with photos taken of each site. These are JPEGS. Some photographs (e.g., S004) are labelled with site number, date taken, and an appended ID number in consecutive order (e.g., S001-060610-001 = Site 001, June 6, 2010, Photo 001 from Kratul i Madh). Others are labeled generically. ID numbers were repeated at each subsequent site surveyed, beginning again with 001. Some site photos are accompanied by a photolog, while others are not. The photolog typically lists each photo taken of a site in order by photo number, with a description.
- Keyword:
- archaeology
- Discipline:
- Science
-
- Creator:
- Galaty, Michael
- Description:
- This work is composed of PDFs of scans of miscellaneous documents related to a particular site, including maps, wall drawings, original notes, etc. For those sites that were systematically surface collected (Sites 001, 002, 003, and 011), scans of the site collection grid and raw counts of collected artifacts (on a “Site Collection Form”) are also included.
- Keyword:
- archaeology
- Discipline:
- Science
-
- Creator:
- Galaty, Michael
- Description:
- .CSV file that includes descriptions of each site.
- Discipline:
- Science
-
Real-time, volumetric imaging of radiation dose delivery deep into the liver during cancer treatment
- Creator:
- Wei Zhang
- Description:
- Ionizing radiation acoustic imaging (iRAI) allows online monitoring of radiation’s interactions with tissues during radiation therapy, providing real-time, adaptive feedback for cancer treatments. Using the data set presented here, this study demonstrated iRAI can image the temporal dose accumulation of a radiaiton treatment plan. Clincial standard treatment plan with both rabbit and patient in vivo were first real-time volumetric visulized by iRAI. This data set is the rawdata for our paper published in Nature Biotechnology entitled "Real-time, volumetric imaging of radiation dose delivery deep into the liver during cancer treatment ".
- Discipline:
- Health Sciences
-
- Creator:
- Davis Rabosky, Alison R. and Jantzi, Adrian
- Description:
- Video documentation of natural behavior in wild snakes is very rare, so film from opportunistic encounters of snake interactions is very valuable to scientific researchers. Our research team includes leading experts on this species of snake (the Western Groundsnake, Sonora semiannulata), so we worked with the observer to submit a formal description of the encounter to a peer-reviewed journal and make the information available to the broader research community.
- Keyword:
- Sonora semiannulata, ground snake, animal behavior, and male-male combat
- Citation to related publication:
- Jantzi A, CL Cox, AR Davis Rabosky, AT Holycross. 2021. SONORA SEMIANNULATA (Western Groundsnake). COMBAT. Herpetological Review 52(2): pg 434.
- Discipline:
- Science
-
- Creator:
- Hall, Ryan J. and Larson, Ronald G.
- Description:
- This is data is a large assortment of over 50 1,4-polybutadiene star-linear blends that can be used for assessing and developing predictive models. The data are presented in CSV files.
- Keyword:
- polymers, rheology, star-linear polymer blends, and shear rheology
- Citation to related publication:
- Hall, R., Desai, P. S., Kang, B.-G., Huang, Q., Lee, S., Chang, T., Venerus, D. C., Mays, J., Ntetsikas, K., Polymeropoulos, G., Hadjichristidis, N., & Larson, R. G. (2019). Assessing the Range of Validity of Current Tube Models through Analysis of a Comprehensive Set of Star–Linear 1,4-Polybutadiene Polymer Blends. Macromolecules, 52(20), 7831–7846. https://doi.org/10.1021/acs.macromol.9b00642
- Discipline:
- Science and Engineering
-
- Creator:
- Alvarado, Roman, Scheven, Ulrich M., and Meiners, Jens-Christian
- Description:
- MRI raw data Image analysis script Raw pressure and vitals data
- Keyword:
- Decompression Sickness
- Citation to related publication:
- Alvarado R, Scheven U. M, Meiners, J. C.: Real-time Imaging of Decompression Gas Bubble Growth in the Spinal Cord of Live Rats, Magnetic Resonance in Medicine, 2024, in press
- Discipline:
- Health Sciences
-
- Creator:
- Carson IV, William F.
- Description:
- Raw data and analysis files for the figures corresponding to the manuscript submission entitled "CCL2 enhances macrophage inflammatory responses via miR-9 mediated downregulation of the ERK1/2 phosphatase Dusp6"
- Discipline:
- Science
-
- Creator:
- Liang, Jun and Wang, Zihan
- Description:
- The aim of the research to study the temporal evolution of the Sub-Auroral Polarizations Streams (SAPS) with multiple instruments. Aurora images are important to identify the electrodynamics in the high latitude ionosphere. Data used in this research were collected and provided by Dr. Jun Liang at University of Calgary, and analyzed by Zihan Wang for the article accompanying this deposit. The data was collected from all sky imagers (ASI) located in Saskatoon, Canada. and saskrainbow01.sav contains the rgb channels from ASI. It can be opened using IDL. saskasiskymap.gm5 contains the sky map of the ASI. It shows the geographic location of the figure pixels. aurora_diff.pro is the procedure to recover the data from saskrainbow01.sav and make plots. draw_colorbar.pro is the procedure to add a colorbar to the plot. mlon_smp_towang.pro and rebinsmpkeo_towang.pro can together make keogram plots. Run mlon_smp_towang.pro first and then rebinsmpkeo_towang.pro.
- Keyword:
- All Sky Imager
- Citation to related publication:
- Wang, Z., Zou, S., Shepherd, S. G., Liang, J., Gjerloev, J. W., Ruohoniemi, J. M., et al. ( 2019). Multi‐instrument observations of mesoscale enhancement of subauroral polarization stream associated with an injection.Journal of Geophysical Research: Space Physics, 124, 1770– 1784. https://doi.org/10.1029/2019JA026535
- Discipline:
- Science
-
Radionuclide PET/CT, SPECT/CT, and Contours Collection
User Collection- Creator:
- Van, Benjamin and Dewaraja, Yuni
- Description:
- Interest in quantitative imaging of Y-90 and Lu-177 is growing due to their increased use as minimally invasive treatments for primary and metastatic tumors such as HCC and NETs. Accurate quantification of the 3D activity distribution for voxel-level dosimetry requires SPECT/CT and PET/CT imaging. This collection provides research access to anonymized PET/CT and SPECT/CT scans along with the relevant lesion/organ contours taken from University of Michigan clinical research studies of selected patients undergoing radionuclide treatments. All patients signed an informed consent to participate in the research studies. See the readme in each dataset for information on use and citation of this data.
- Discipline:
- Health Sciences
1Works -
- Creator:
- Wang, Yi and Hendy, Ingrid
- Description:
- This collection represents various raw data and analysis of cores extracted during the January 2009 mission of the research vessel Sproul in the Santa Barbara Basin., Cores included: box core SPR0901-04BC, box core SPR0901-unnamed, and Kasten core SPR0901-03KC. Core photos, physical properties and magnetic susceptibility from the multisensor track (MST), and the scanning X-ray fluorescence (XRF) data are included in the collection., and Cruise DOI: 10.7284/901089 This research is funded by NSF-OCE 0752093.
- Keyword:
- Santa Barbara Basin, Southern California, core photos, physical properties, scanning XRF, SPR0901, and Earth Science
- Discipline:
- Science
8Works -
R/V Melville Core Retrieval Campaign (MV0811), November 2008
User Collection- Creator:
- Wang, Yi and Hendy, Ingrid
- Description:
- This collection represents various raw data and analysis of cores extracted during the November 2008 mission of R/V Melville in the Santa Barbara Basin., The core included is the jumbo piston core MV0811-14JC. Core photos, physical properties and magnetic susceptibility from the multisensor track (MST), and the scanning X-ray fluorescence (XRF) data are included in the collection., and Cruise DOI: 10.7284/903459 The research is funded by NSF OCE-1304327.
- Keyword:
- Santa Barbara Basin, Southern California, core photos, physical properties, scanning XRF, MV0811, and Earth Science
- Discipline:
- Science
3Works -
- Creator:
- Vani Archaeological Survey
- Description:
- In an upland clearing occupied partly by agricultural fields, partly by farmland, Raphiel Kartvelishvili showed us a cornfield dense with pottery ranging in date from Iron Age to Mediaeval. Local farmer Anzor Tchapodze told us that there was also pottery on both sides of the hill to the north called Nasaqdrigora.
- Keyword:
- Iron Age, Classical, and Settlement
- Citation to related publication:
- No official archaeological work has been previously conducted at the site., Gamqrelidze, G. 1982. Tsentraluri kolkhetis dzveli namosakhlarebi [Ancient settlements of Central Colchis]. Tbilisi. p. 33. (In Georgian with summaries in Russian and English.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 11. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- In a small clearing on the east side of a narrow valley on the right bank of the Qumuri River, there were exposed embedded in the roots of a fallen tree large quantities of what appeared to be iron slag.
- Keyword:
- Quarry
- Citation to related publication:
- No official archaeological work has been previously conducted at the site. , Gamqrelidze, G. 1982. Tsentraluri kolkhetis dzveli namosakhlarebi [Ancient settlements of Central Colchis]. Tbilisi. p. 33. (In Georgian with summaries in Russian and English.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 11. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- The modern settlement of Qumuri is perched on the west (left) bank of the Qumuri River, about 8 km upstream of Shuamta, and 7.5 km south-southwest of Vani. The village is located in the Vani administrative district. It lies at the beginning of the higher foothills of the Lesser Caucasus, above and beyond the zone of low hillocks overlooking the Phasis River plain. In recent years, a local resident named Raphiel Kartvelishvili has identified a number of points of interest nearby, including a possible iron smelting site (A068) and, on the evidence of a dense sherd scatter, at least one Iron Age settlement (A069). Both sites are situated in and around the upland pastures upstream of the modern village at elevations approaching 1000 masl.
- Keyword:
- Modern Settlement
- Citation to related publication:
- No official archaeological work has been previously conducted at the site., Gamqrelidze, G. 1982. Tsentraluri kolkhetis dzveli namosakhlarebi [Ancient settlements of Central Colchis]. Tbilisi. p. 33. (In Georgian with summaries in Russian and English.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 11. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
Quarries
User Collection- Creator:
- Vani Archaeological Survey
- Description:
- Quarries documented by the Vani Archaeological Survey
- Keyword:
- Quarry
3Works -
- Creator:
- Gebarski, Benjamin B. and Becker, Udo
- Description:
- Files are uploaded as crystallographic information files (.cif), the standard text file format for representing crystallographic information. These files contain the optimized molecular models for pentavalent plutonium incorporation reactions into/onto barite, anglesite, celestine, anhydrite, aragonite, and calcite host minerals.
- Keyword:
- actinide, quantum mechanics, molecular model, plutonium, incorporation, surface, radioactive, contamination, and nuclear waste
- Citation to related publication:
- Gebarski, B. B. and Becker, U. Quantum-Mechanical Determination of the Incorporation of Pentavalent Plutonium into Carbonate and Sulfate Minerals. (2019) Geochimica et Cosmochimica Acta. https://doi.org/10.1016/j.gca.2019.10.015
- Discipline:
- Science
-
- Creator:
- Budak, Ceren, Goel, Sharad, and Rao, Justin M
- Description:
- Our primary analysis is based on articles published in 2013 by the top thirteen US news outlets and two popular political blogs. To compile the set of articles published by these outlets, we first examined the complete web-browsing records for US-located users who installed the Bing Toolbar, an optional add-on application for the Internet Explorer web browser. For each of the fifteen news sites, we recorded all unique URLs that were visited by at least ten toolbar users, and we then crawled the news sites to obtain the full article title and text. This process resulted in a corpus of 803,146 articles published on the fifteen news sites over the course of a year, with each article annotated with its relative popularity. , Next, we built two binary classifiers using large-scale logistic regression. The first classifier—which we refer to as the news classifier —identifies “news” articles (i.e., articles that would typically appear in the front section of a traditional newspaper). The second classifier—the politics classifier —identifies political news from the subset of articles identified as news by the first classifier. 340,191 (42 percent) were classified as news. On the set of 340,191 news articles, 114,814 (34 percent) were classified as political. , Having identified approximately 115,000 political news articles, we next seek to categorize the articles by topic (e.g., gay rights, healthcare, etc.), and to quantify the political slant of the article. To do so, we turn to human judges recruited via Mechanical Turk to analyze the articles. For every day in 2013, we randomly selected two political articles, when available, from each of the 15 outlets we study, with sampling weights equal to the number of times the article was visited by our panel of toolbar users., Amazon Mechanical Turk Labeling task: To detect and control for possible preconceptions of an outlet’s ideological slant, workers, upon first entering the experiment, were randomly assigned to either a blinded or unblinded condition. In the blinded condition, workers were presented with only the article’s title and text, whereas in the unblinded condition, they were additionally shown the name of the outlet in which the article was published. Each article was then analyzed by two workers, one each from the sets of workers in the two conditions. For each article, each worker completed the following three tasks. First, they provided primary and secondary article classifications from a list of fifteen topics: (1) civil rights; (2) Democrat scandals; (3) drugs; (4) economy; (5) education; (6) elections; (7) environment; (8) gay rights; (9) gun-related crimes; (10) gun rights/regulation; (11) healthcare; (12) international news; (13) national security; (14) Republican scandals; and (15) other. , and Second, workers determined whether the article was descriptive news or opinion. Third, to measure ideological slant, workers were asked, “Is the article generally positive, neutral, or negative toward members of the Democratic Party?” and separately, “Is the article generally positive, neutral, or negative toward members of the Republican Party?” Choices for these last two questions were provided on a five-point scale: very positive, somewhat positive, neutral, somewhat negative, and very negative. To mitigate question-ordering effects, workers were initially randomly assigned to being asked either the Democratic or Republican party question first; the question order remained the same for any subsequent articles the worker rated. Finally, we assigned each article a partisanship score between –1 and 1, where a negative rating indicates that the article is net left-leaning and a positive rating indicates that it is net right-leaning. Specifically, for an article’s depiction of the Democratic Party, the five-point scale from very positive to very negative is encoded as –1, –0.5, 0, 0.5, 1. Analogously, for an article’s depiction of the Republican Party, the scale is encoded as 1, 0.5, 0, –.0.5, –1. The score for each article is defined as the average over these two ratings. Thus, an average score of –1, for example, indicates that the article is very positive toward Democrats and very negative toward Republicans. The result of this procedure is a large, representative sample of political news articles, with direct human judgments on partisanship and article topic.
- Keyword:
- news media, media bias, crowdsourcing, and machine learning
- Citation to related publication:
- https://academic.oup.com/poq/article-abstract/80/S1/250/2223443/?redirectedFrom=fulltext and Ceren Budak, Sharad Goel, Justin M. Rao, Fair and Balanced? Quantifying Media Bias through Crowdsourced Content Analysis, Public Opinion Quarterly, Volume 80, Issue S1, 2016, Pages 250–271, https://doi.org/10.1093/poq/nfw007
- Discipline:
- Social Sciences
-
Quantifying near-surface rock strength on a regional scale from hillslope stability models - dataset
- Creator:
- Townsend, Kirk F., Gallen, Sean F., and Clark, Marin K.
- Description:
- These datasets support the findings of Townsend et al. (2020). In this article, we quantify rock strength using two novel applications of hillslope stability models, resulting in estimates of cohesive and frictional strength at the spatial scale of small watersheds. We compare these results against the direct-shear test dataset here for validation of our approach. We find that cohesive strength is dependent on the original burial depth of the sedimentary rocks studied here. The low-temperature thermochronometry data was used to assess the magnitude of burial.
- Keyword:
- Thermochronology, Thermochronometry, Direct-Shear, Landslides, Rock Strength, Landscape Evolution, and Geomorphology
- Citation to related publication:
- Townsend, K.F., Gallen, S.F., & Clark, M.K., in press, Quantifying near-surface rock strength on a regional scale from hillslope stability models: Journal of Geophysical Research Earth Surface. https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2020JF005665
- Discipline:
- Science
-
- Creator:
- Yakel, Elizabeth, Suzuka, Kara, and Frank, Rebecca
- Description:
- These data collection and analysis protocols and the attribute list are part of a larger research project, the Institute of Museum and Library Services # LG-06-14-0122-14. funded "Qualitative Data Reuse: Records of Practice in Educational Research and Teacher Development." As such, our research questions concern data reuse and data curation: 1. Data Reuse: What are the dynamics of the data reuse lifecycle (from selection of data through the reuse of data) in a qualitative digital educational archive? 2. Data curation: What special issues are involved in curating digital qualitative data for reuse? • How can qualitative data archives best support data reusers throughout the data reuse lifecycle? • What aspects of this experience are informative for other types of qualitative data archives? The overall project employed mixed methods and collected interview, observational, and trace data from data reusers of video records of practice in education and repositories holding video records of practice. The interview protocol and interview codeset relate to the 44 interviews conducted with researchers and teacher-educators who have reused digital video records of practice as qualitative data for research and/or teaching.
- Keyword:
- Data curation, Data reuse, and Digital records of practice in education
- Discipline:
- Other
-
- Creator:
- Brady P. Strabel
- Description:
- The contained data comprises what was collected during the characterization of the quad-magnetometer as described in 'Quad-Mag Board for CubeSat Applications'. There are approximately 38 hours of data that compromise a stability test, 10 hours of noise floor testing data, and 10 minutes of sensitivity testing data. Each data file has three-axis measurements from four individual magnetometers over the specified time period at a 65 Hz sampling rate.
- Keyword:
- Magnetometer, COTS, and CubeSat
- Citation to related publication:
- Strabel, B. P., Regoli, L. H., Moldwin, M. B., Ojeda, L. V., Shi, Y., Thoma, J. D., Narrett, I. S., Bronner, B., and Pellioni, M.: Quad-Mag board for CubeSat applications, Geosci. Instrum. Method. Data Syst., 11, 375–388, https://doi.org/10.5194/gi-11-375-2022, 2022.
- Discipline:
- Engineering
-
- Creator:
- Pasquinelli, Rennie, Hu, Xiaosu, Tessier, Anne-Michelle, Kovelman, Ioulia, Zwolan, Terry A., Karas, Zachary E., and Wagley, Neelima
- Description:
- This data is from a project examining prosodic processing in children and adults using functional near-infrared spectroscopy (fNIRS) neuroimaging. fNIRS data is optical data collected using a cap with an array of source and detector fibers that emit and detect infrared light, respectively. We used fNIRS neuroimaging to explore prosodic processing, rhyme judgement, and the "oddball" paradigm in children, adults, and a small sample of children with cochlear implants. Matlab scripts, including Ted Huppert's Nirs Toolbox, were used to process the neuroimaging data. The children also took a battery of behavioral assessments (OWLS, Digit Span, PPVT, CTOPP).
- Keyword:
- Prosodic Processing, fNIRS neuroimaging, Development, Cochlear Implants, and Rhyming
- Discipline:
- Science
-
Projekti Arkeologjik i Shkodrës (PASH)
User Collection- Creator:
- Galaty, Michael
- Description:
- The data presented here were collected in the course of archaeological survey and excavation in the region of Shkodër in northern Albania, carried out between 2010 and 2014, with a follow-up visit in 2016. The Projekti Arkeologjik i Shkodrës (PASH) was co-directed by Michael L. Galaty (University of Michigan) and Lorenc Bejko (University of Tirana) and was sponsored by the United States National Science Foundation (NSF BCS1220016), The University of Tirana, Millsaps College, Mississippi State University, and the University of Michigan. The data presented here accompany a two-volume research report, published by the University of Michigan Museum of Anthropological Archaeology Press (Galaty and Bejko 2023) - Volume 1 ( https://doi.org/10.3998/mpub.12201317) and Volume 2 ( https://doi.org/10.3998/mpub.12208577)., The county (Alb. qarqe) of Shkodër is located in northern Albania. It is bordered to the south by the Adriatic Sea and to the northwest by the country of Montenegro. The counties of Lezhë and Kukës are situated to the south and east, respectively. Shkodër Lake is situated along the border with Montenegro. It is the largest freshwater lake in the Balkans. The city of Shkodër is the fifth largest in Albania. It was founded in the Bronze Age and became a Roman colony in 168 BC, following the Illyrian Wars. Several major rivers intersect at Shkodër, including the Buna, which exits Shkodër Lake, the Drin, and the Kir. The latter two rivers flow from the Bjeshkët e Nemuna, the Albanian Alps, and provide access across the mountains, to the Balkan interior, including metal-rich Kosovo. Several very important ancient sites are located to the south of Shkodër, close to the Adriatic coast: Lezhë (ancient Lissus), Apollonia, and Durrës (ancient Epidamnus, Dyrrachium under the Romans). The latter two cities were Greek colonies, founded during the Archaic period. All three became Roman colonies., and PASH was designed to investigate shifts, through time, in Shkodër towards increased social stratification and hierarchy. These shifts commenced during prehistory and are marked by two dramatic changes in the regional landscape: new settlement in defensible “hillforts” and burial in rock and earth mounds. We wondered what factors – environment, settlement, status, conflict, subsistence, trade, migration – might have allowed or encouraged these changes.
- Keyword:
- archaeology
- Discipline:
- Science and Humanities
5Sub-collections1Works -
Profiles of near-surface rock mass strength across gradients in erosion, burial, and time [Data set]
- Creator:
- Townsend, Kirk F, Clark, Marin K, and Zekkos, Dimitrios
- Description:
- These datasets support the findings of Townsend et al. (2020). In this article, we project profiles of rock mass shear strength into the shallow subsurface (~30 m depth) using the Hoek and Brown criterion with Geological Strength Index (GSI) observations of outcrop structure and surface conditions, and Schmidt hammer rebound values of intact (unfractured) rock hardness. We compare these projected rock mass shear strength profiles to shear-wave velocity profiles collected using shallow geophysical arrays. We evaluate our methods in the Western Transverse Ranges of southern California, which exhibit strong gradients in the depth of latest-Mesozoic through Cenozoic sedimentary rocks exposed at the surface today, and in erosion rates quantified from catchment-average cosmogenic radionuclide concentrations and low-temperature apatite and zircon (U-Th)/He thermochronometry. We find that stratigraphic age and burial depth exerts the strongest apparent control on rock strength and S-wave velocities, likely due to diagenetic changes associated with burial. For rocks of the same age and inferred burial history, we observe that shear strength and S-wave velocities are positively correlated with erosion rate. We suggest that increasing erosion rates cause decreased residence time of rock masses within the critical zone, resulting in less weathered rocks.
- Keyword:
- rock strength, seismic, and erosion rate
- Citation to related publication:
- Townsend, K. F., Clark, M. K., & Zekkos, D. (2021). Profiles of Near-Surface Rock Mass Strength Across Gradients in Burial, Erosion, and Time. Journal of Geophysical Research: Earth Surface, 126(4), e2020JF005694. https://doi.org/10.1029/2020JF005694
- Discipline:
- Science
-
Previous Excavations
User Collection- Creator:
- Vani Archaeological Survey
- Description:
- Previous excavations in the region as documented by the Vani Archaeological Survey
- Keyword:
- Previous Excavation
15Works -
- Creator:
- Wen, Ai, Foxman. Betsy, Srinivasan, Usha , Goldberg, Deborah , Marrs, Carl F , Owen, John, Wing, Deborah A., Misra, Dawn , Cronenwett, Anna , Ponnaluri, Sreelatha, Miles-Jay, Arianna, Bucholz, Brigette, and Abbas, Khadija
- Description:
- This is the bacterial DNA data extracted from the gram stain slides. The targeted bacteria genera and species include: Atopobium spp., bacterial vaginosis-associated bacterium (BVAB) types 1, 2 and 3 in the order Clostridiales, Escherichia coli, Gardnerella vaginalis, Group B Streptococcus, Lactobacillus spp., Mobiluncus spp., Mycoplasma spp., and Ureaplasma spp. We also used a primer set for Lactic Acid Bacteria (LAB) that includes lactic acid producing bacteria of the genera Lactobacillus, Pediococcus, Leuconostoc, and Weissella. We calculated the relative proportion of each bacterial taxon using the bacterial copies measured by each specific bacteria primer divided by the total bacterial copies. The limit of detection was 100 copies and readings lower than the limit were considered negative
- Citation to related publication:
- Wen A, Srinivasan U, Goldberg D, Owen J, Marrs CF, Misra D, Wing DA, Ponnaluri S, Miles-Jay A, Bucholz B, Abbas K, Foxman B. Selected vaginal bacteria and risk of preterm birth: an ecological perspective. J Infect Dis. 2014 Apr 1;209(7):1087-94. https://doi.org/10.1093/infdis/jit632. Epub 2013 Nov 22. PMID: 24273044; PMCID: PMC3952673. and Foxman B, Wen A, Srinivasan U, Goldberg D, Marrs CF, Owen J, Wing DA, Misra D. Mycoplasma, bacterial vaginosis-associated bacteria BVAB3, race, and risk of preterm birth in a high-risk cohort. Am J Obstet Gynecol. 2014 Mar;210(3):226.e1-7. https://doi.org/10.1016/j.ajog.2013.10.003. Epub 2013 Oct 4. PMID: 24096128; PMCID: PMC3943817.
- Discipline:
- Health Sciences
-
Preterm Birth
User Collection- Creator:
- Betsy Foxman
- Description:
- This collection has been retired as of Sept 28. 2020 and replaced with the "Preterm Birth" work listed below.
- Discipline:
- Health Sciences
1Works -
Prescribed Burn Single-Particle Mass Spectra, University of Michigan Biological Station October 2017
- Creator:
- Pratt, Kerri
- Description:
- This dataset corresponds to 5,500 single-particle, dual-polarity mass spectra of biomass burning particles measured from a mobile laboratory during the 2017 prescribed burn at the University of Michigan Biological Station near Pellston, Michigan. Size-resolved chemical composition of individual particles, primarily ranging from 0.15 - 0.60 μm in vacuum aerodynamic diameter, was measured using an aerosol time-of-flight mass spectrometer (ATOFMS).
- Keyword:
- aerosol chemistry
- Discipline:
- Science
-
- Creator:
- Liu, Y , Ettinger, AS, Téllez-Rojo, M, Sánchez, BN, Zhang, ZZ, Cantoral, A, and Hu, H
- Description:
- We used data collected from participants of the Early Life Exposures in Mexico to ENvironmental Toxicants (ELEMENT) study, which consists of three sequentially-enrolled birth cohorts of pregnant women. Research protocols of this study were approved by the Institutional Review Board at University of Michigan and the Mexico National Institute of Public Health. We obtained informed consent from mothers and informed assent from children prior to enrollment.
- Citation to related publication:
- Liu, Y., Ettinger, A. S., Téllez-Rojo, M., Sánchez, B. N., Zhang, Z., Cantoral, A., Hu, H., & Peterson, K. E. (2020). Prenatal Lead Exposure, Type 2 Diabetes, and Cardiometabolic Risk Factors in Mexican Children at Age 10–18 Years. The Journal of Clinical Endocrinology & Metabolism, 105(1), 210–218. https://doi.org/10.1210/clinem/dgz038
- Discipline:
- Health Sciences
-
- Creator:
- Burger, Laura L , Wagenmaker, Elizabeth R., Phumsatitpong, Chayarndorn , Olson, David P., and Moenter, Suzanne M.
- Description:
- Polycystic ovary syndrome (PCOS) is the most common form of infertility in women. The causes of PCOS are not yet understood and both genetics and early-life exposure have been considered as candidates. With regard to the latter, circulating androgens are elevated in mid-late gestation in women with PCOS, potentially exposing offspring to elevated androgens in utero; daughters of women with PCOS are at increased risk for developing this disorder. Consistent with these clinical observations, prenatal androgenization (PNA) of several species recapitulates many phenotypes observed in PCOS. There is increasing evidence that symptoms associated with PCOS, including elevated luteinizing hormone (LH) (and presumably gonadotropin-releasing hormone (GnRH)) pulse frequency emerge during the pubertal transition. We utilized translating ribosomal affinity purification coupled with RNA sequencing to examine GnRH neuron mRNAs from prepubertal (3wk) and adult female control and PNA mice. Prominent in GnRH neurons were transcripts associated with protein synthesis and cellular energetics, in particular oxidative phosphorylation. The GnRH neuron transcript profile was affected more by the transition from prepuberty to adulthood than by PNA treatment, however PNA did change the developmental trajectory of GnRH neurons. This included families of transcripts related to both protein synthesis and oxidative phosphorylation, which were more prevalent in adults than in prepubertal mice but were blunted in PNA adults. These findings suggest that prenatal androgen exposure can program alterations in the translatome of GnRH neurons, providing a mechanism independent of changes in the genetic code for altered expression. These are Microsoft Excel Files
- Keyword:
- GnRH Neuron TRAP Seq
- Citation to related publication:
- Unprocessed RNASeq data is available at Gene Expression Omnibus ( https://www.ncbi.nlm.nih.gov/gds) accession GSE155314.
- Discipline:
- Science
-
- Creator:
- Geng, Yina, Van Anders, Greg, and Glotzer, Sharon C.
- Description:
- The data are the 13 target structures used in developing our model for predicting colloidal crystal structures from the geometries of particular shapes. The target structures are: simple cubic (SC), body-centered cubic (BCC), face-centered cubic (FCC), simple chiral cubic (SCC), hexagonal (HEX-1-0.6), diamond (D), graphite (G), honeycomb (H), body-centered tetragonal (BCT-1-1-2.4), high-pressure Lithium (Li), Manganese (beta-Mn), Uranium (beta-U), Tungsten (beta-W). At least nine simulations were run on each of the target structures. All of the data are formatted as .pos files.
- Keyword:
- Inverse Design and Machine Learning
- Discipline:
- Science
-
- Creator:
- Shtull-Leber, Eytan
- Description:
- We present the SAS code used to conduct the data manipulation and analysis for our research on pre-hospital midazolam use before and after RAMPART.
- Keyword:
- emergency medical services, knowledge translation, status epilepticus, benzodiazepines, midazolam, EMS, and Seizure
- Discipline:
- Health Sciences
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos of pottery making, notably a four-part documentary of one potter's work. Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- pottery
- Discipline:
- Health Sciences
-
- Creator:
- Bhaumik, Deesha
- Description:
- This cross-sectional analysis included 584 participants in the Center for Oral Health Research in Appalachia cohort 1 (COHRA1). We sequenced the V4 region of the 16S rRNA of supragingival plaque from 185 caries-active and 565 caries-free teeth using the Illumina MiSeq platform. Sequences were filtered using the R DADA2 package and assigned taxonomy using the Human Oral Microbiome Database ( http://www.homd.org/).
- Keyword:
- Amplicon Sequence Variant
- Citation to related publication:
- In press
- Discipline:
- Health Sciences
-
- Creator:
- Bougher, S. W. (University of Michigan) and Brecht, A. S. (NASA Ames Research Center)
- Description:
- This work examines the planetary wave-induced variability within the upper mesosphere/lower thermosphere of Venus by utilizing the Venus Thermospheric General Circulation Model (VTGCM). Rossby and Kelvin wave perturbations are driven by variations in the geopotential height of the VTGCM lower boundary (~70 km). A suite of simulations was conducted to examine the impact of the individual and combined waves propagating from two different lower boundary conditions (uniform and varying). The Kelvin wave is the more dominant wave which produces the most variability, as was shown in Hoshino et al., 2012. The combination of the Kelvin and Rossby waves provides a maximum temperature amplitude of 13 K at 92 km and maximum zonal wind amplitude of 23 m/s at 102 km. The combined waves overall are able to propagate up to 125 km. Most of the variation within the temperature, winds, and composition occurs between 70 km and 110 km. The varying lower boundary increases the magnitude of the wave deposition but weakly changes the propagation altitude. The thermal variation due to the planetary waves does not reproduce most observed variations. The simulated O2 IR nightglow emission is sensitive to the waves with respect to intensity and local time, but lacks latitudinal variation. The integrated intensity ranges from 1.2 MR to 1.65 MR and the local time ranges from 0.33 local time to 23.6 local time. Overall, planetary waves do affect the atmospheric structure, but there are still observed large variations that planetary waves alone cannot explain (i.e. thermal structure).
- Keyword:
- Venus, planetary waves, upper mesophere, lower thermosphere, and O2 nightglow
- Citation to related publication:
- Brecht, A. S., Bougher, S. W., Shields, D., & Liu, H.-L. (2021). Planetary-scale wave impacts on the Venusian upper mesosphere and lower thermosphere. Journal of Geophysical Research: Planets, 126, e2020JE006587. https://doi.org/10.1029/2020JE006587
- Discipline:
- Science
-
- Creator:
- Wilson Mantilla, Jeffrey A.
- Description:
- Specimen RTMNU/DG/VERT/1/55P/2020 is a partial dentary of a small noasaurid dinosaur collected from Late Cretaceous sediments near the village of Pisdura, Maharashtra, India. The specimen was collected under the auspices of a Joint Collaborative Programme through a Memorandum of Understanding involving the Geological Survey of India (Government of India, Ministry of Mines) and the University of Michigan Museum of Palaeontology. The specimen is housed in the Department of Geology of Rashtrasant Tukadoji Maharaj Nagpur University, Nagpur (Maharashtra) India. For access please contact Dhananjay Mohabey ( dinomohabey@yahoo.com) or Bandana Samant ( bandanabhu@gmail.com).
- Keyword:
- India, Dinosaur, Paleontology, Cretaceous, Maastrichtian, and Gondwana
- Citation to related publication:
- Mohabey, D. M., B. Samant, K. Vélez-Rosado, and J. A. Wilson Mantilla. (in press.) A review of small-bodied theropod dinosaurs from the Late Cretaceous of India, with description of new cranial remains of a noasaurid (Theropoda: Abelisauria). Journal of Vertebrate Paleontology. DOI:10.1080/02724634.2023.2288088
- Discipline:
- Science
-
- Creator:
- Ingrid L. Hendy and Yi Wang
- Description:
- This dataset includes core physical properties (e.g., bulk density, porosity, P-wave velocity) and magnetic susceptibility data for the box core SPR0901-unnamed (34.2816°N, 120.0415°W, 588 m water depth) measured on the multisensor track (MST). SPR0901-unnamed was collected by the research vessel R/V Sproul off Southern California in 2009.1.
- Keyword:
- physical properties, magnetic susceptibility, Santa Barbara Basin, and SPR0901-unnamed
- Citation to related publication:
- "Recover MT Receivers offshore Morro Bay/Deploy and Recover EM Sensor in the San Diego Trough." Cruise ID: SP0901. 2009. Accessible at Rolling Deck to Repository at https://doi.org/10.7284/901085
- Discipline:
- Science
-
- Creator:
- Ingrid L. Hendy and Yi Wang
- Description:
- This dataset includes core physical properties (e.g., bulk density, porosity, P-wave velocity) and magnetic susceptibility data for SPR0901-04BC (34.2816°N, 120.0415°W, 588 m water depth) measured on the multisensor track (MST). SPR0901-04BC was collected by the research vessel R/V Sproul off Southern California in 2009.1. The study is supported by NSF OCE-0752093.
- Keyword:
- physical properties, magnetic susceptibility, Santa Barbara Basin, and SPR0901-04BC
- Citation to related publication:
- "Recover MT Receivers offshore Morro Bay/Deploy and Recover EM Sensor in the San Diego Trough." Cruise ID: SP0901. 2009. Accessible at Rolling Deck to Repository at https://doi.org/10.7284/901085
- Discipline:
- Science
-
- Creator:
- Ingrid L. Hendy and Yi Wang
- Description:
- This dataset includes core physical properties (e.g., bulk density, porosity, P-wave velocity) and magnetic susceptibility data for Kasten core SPR0901-03KC (34.2832°N, 120.0401°W, 586 m water depth) measured on the multisensor track (MST). SPR0901-03KC was collected by the research vessel R/V Sproul off Southern California in 2009.1. The study is supported by NSF OCE-0752093.
- Keyword:
- physical properties, magnetic susceptibility, Santa Barbara Basin, and SPR0901-03KC
- Citation to related publication:
- "Recover MT Receivers offshore Morro Bay/Deploy and Recover EM Sensor in the San Diego Trough." Cruise ID: SP0901. 2009. Accessible at Rolling Deck to Repository at https://doi.org/10.7284/901085
- Discipline:
- Science
-
- Creator:
- Ingrid L. Hendy and Yi Wang
- Description:
- This dataset includes core physical properties (e.g., bulk density, porosity, P-wave velocity) and magnetic susceptibility data for the jumbo piston core MV0811-14JC (34.2818°N 120.0360°W, water depth: 582 m) measured on the multisensor track (MST). MV0811-14JC was collected by the research vessel R/V Melville off Southern California in 2008.11. The study is supported by NSF OCE-1304327.
- Keyword:
- physical properties, magnetic susceptibility, Santa Barbara Basin, and MV0811-14JC
- Citation to related publication:
- "BOLT Expedition, Leg 2/A Test for Extending the High-Resolution Climate Record Back to 1.2 Ma." Cruise ID: BOLT02MV. 2008. Accessible at Rolling Deck to Repository at https://doi.org/10.7284/903459
- Discipline:
- Science
-
- Creator:
- Larson, Joanna G, Hamar, Leslie, Whitcher, Courtney, Farrugia, Nicholas, and Schwarz, Eva
- Description:
- These are the data required to implement the authentic research experience (ARE) that we created and describe in our paper "The Batrachian Barf Bowl: An authentic research experience using ecological data from frog diets." We created an open-source “bowl game” competition that challenges students to identify, measure, and compare diet items across vouchered frog specimens.
- Keyword:
- Frog, Diet, Ecology, Science Education, Authentic Research Experience (ARE), Biodiversity, Herpetology, Museum Collections, Remote Learning, and Undergraduate
- Citation to related publication:
- Larson, J. G., Crowell, H. L., Walsh, L. L., & Davis Rabosky, A. R. (2022). The Batrachian Barf Bowl: An authentic research experience using ecological data from frog diets. Ecology and Evolution, 12, e9095. https://doi.org/10.1002/ece3.9095 and The above article is also available in Deep Blue Documents at https://hdl.handle.net/2027.42/174122
- Discipline:
- Science
-
- Creator:
- Vani Archaeological Survey
- Description:
- The modern settlement of Phereta includes an area called Serisdziri, which itself includes a smaller area called Gverda. In the general region of Gverda is a hill oriented east-west known as Prasoula Hill, after the regionally specific variant of corn grown along its slopes. On the north-northwest side of this hill, we recorded a surface scatter of Iron Age pottery and fragments of burnt mud plaster (in an agricultural plot owned by a man named Devidze, A060). Iron Age pottery has also been found on the northeastern side of the hill (by Sulkhan Kharabadze).
- Keyword:
- Iron Age, Classical, and Settlement
- Citation to related publication:
- Chance finds from Phereta were reported in 1954. Short surveys followed in 1998 and 2005., Abramishvili, T. 1974. Sakartvelos sakhelmtsipo muzeumis p’artuli monetebis katarogi. Tbilisi. p. 101. (In Georgian.), Kharabadze, S. 2002. Bvianantikuri khanis samarkhi Peretadan. Dziebani IX. Tbilisi. pp. 81-87. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 37-40. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- The modern settlement of Phereta includes an area called Serisdziri, which itself includes a smaller area called Gverda. In the general region of Gverda is a hill oriented east-west known as Prasoula Hill, after the regionally specific variant of corn grown along its slopes. On the northwest side of this hill, we recorded a surface scatter of Mediaeval pottery, as well as an in situ pithos set in lime mortar. Similar fragments of pithoi set in lime mortar were found to the east and to the west along the hillslopes, suggesting the existence of a Medieval settlement on the hill.
- Keyword:
- Settlement and Mediaeval
- Citation to related publication:
- Chance finds from Phereta were reported in 1954. Short surveys followed in 1998 and 2005., Abramishvili, T. 1974. Sakartvelos sakhelmtsipo muzeumis p’artuli monetebis katarogi. Tbilisi. p. 101. (In Georgian.), Kharabadze, S. 2002. Bvianantikuri khanis samarkhi Peretadan. Dziebani IX. Tbilisi. pp. 81-87. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 37-40. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- In addition to the surface scatters on the slopes of Prasoula Hill, antiquities previously found at Serisdziri and studied by Sulkhan Kharabadze include a Roman pit grave, exposed in the southern bank of a stream running through the area. The grave is dated to the 1st century B.C. or later by a coin of Polemon I. The owner of the plot in which the pit grave was found is Paata Arveladze. Also in this area, along the northern base of Prasoula Hill in the general area known as Gverda, Sulkhan Kharabadze had previously found a Late Roman amphora toe. During our visit in 2009, we recorded fragments of a Medieval pithos set in lime mortar as well as a stone mortar fragment (0.04 m thick).
- Keyword:
- Roman and Burial
- Citation to related publication:
- Chance finds from Phereta were reported in 1954. Short surveys followed in 1998 and 2005., Abramishvili, T. 1974. Sakartvelos sakhelmtsipo muzeumis p’artuli monetebis katarogi. Tbilisi. p. 101. (In Georgian.), Kharabadze, S. 2002. Bvianantikuri khanis samarkhi Peretadan. Dziebani IX. Tbilisi. pp. 81-87. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 37-40. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- There is abundant evidence for Iron Age to Hellenistic occupation on the property of the Latchqebiani family on the eastern side of the modern village of Phereta. The Latchqebiani house is located on the northern slope of a small hill oriented east-west and extending westwards from a larger chain of hills. In the yard in front of the house, members of the family have found bones as well as metal bracelets and other metal fragments. Sulkhan Kharabadze suggests that these materials probably came from one or more pit graves, since no pithos fragments were found with them. This would indicate a date in or after the 2nd-1st century B.C., when pithos burials were replaced by pit graves in this region. Substantial quantities of pottery and bones were also found in a vineyard on the southern slope of the hill, behind the house. Sergo Latchqebiani had collected many sherds, which he showed us, including a zoomorphic handle (8th-7th century B.C.), a hatched pitharion rim (6th-4th century B.C.), a body fragment from a black-glazed plate (4th century B.C.?), a Hellenistic tile fragment, various pithos and pitharion fragments, a brick (11 cm wide by 5 m thick) with an V-shaped impression, some obsidian flakes, and a stone cannon ball 12-13 cm in diameter. On the southern slope of the hill above the vineyard are located the remains of a wall, possibly part of a terrace, built of limestone, sandstone, and other materials but with no trace of mortar. The wall is preserved to a length of 3 m. Its date is uncertain.
- Keyword:
- Iron Age, Classical, Late Hellenistic, and Settlement
- Citation to related publication:
- Chance finds from Phereta were reported in 1954. Short surveys followed in 1998 and 2005., Abramishvili, T. 1974. Sakartvelos sakhelmtsipo muzeumis p’artuli monetebis katarogi. Tbilisi. p. 101. (In Georgian.), Kharabadze, S. 2002. Bvianantikuri khanis samarkhi Peretadan. Dziebani IX. Tbilisi. pp. 81-87. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 37-40. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- In 1954 Qishvardi Shikvaidze found a coin of Parthian king Orodes II (57-37 B.C.) in the yard of his house on the southern slope of a hill at the western edge of the modern settlement of Phereta. The coin, now held in the Vani Archaeological Museum, is from a Roman pit grave and indicates a date in the 1st or 2nd century A.D. The daughter-in-law of Shikvaidze currently lives in the house.
- Keyword:
- Stray Find and Roman
- Citation to related publication:
- Chance finds from Phereta were reported in 1954. Short surveys followed in 1998 and 2005., Abramishvili, T. 1974. Sakartvelos sakhelmtsipo muzeumis p’artuli monetebis katarogi. Tbilisi. p. 101. (In Georgian.), Kharabadze, S. 2002. Bvianantikuri khanis samarkhi Peretadan. Dziebani IX. Tbilisi. pp. 81-87. (In Georgian.), and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 37-40. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities