Reference Type | Journal (article/letter/editorial) |
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Title | Ore genesis and critical metal enrichment using deep learning algorithms in Gunga Pb-Zn deposit, Southern Pakistan: Constraints from sphalerite geochemistry and isotopic compositions |
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Journal | Journal of Geochemical Exploration |
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Authors | Gul, Muhammad A. | Author |
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Zhang, Huishan | Author |
Yang, Yu | Author |
Ren, Guangli | Author |
Sun, Chao | Author |
Zhao, Xiaojian | Author |
Yousuf, Tahir Bin | Author |
Shah, Ahmed | Author |
Awan, Rizwan Sarwar | Author |
Faisal, Mohamed | Author |
Yang, Xiaoyong | Author |
Year | 2025 (August) | Volume | 275 |
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Publisher | Elsevier BV |
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DOI | doi:10.1016/j.gexplo.2025.107771Search in ResearchGate |
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| Generate Citation Formats |
Mindat Ref. ID | 18381911 | Long-form Identifier | mindat:1:5:18381911:0 |
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GUID | 0 |
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Full Reference | Gul, Muhammad A.; Zhang, Huishan; Yang, Yu; Ren, Guangli; Sun, Chao; Zhao, Xiaojian; Yousuf, Tahir Bin; Shah, Ahmed; Awan, Rizwan Sarwar; Faisal, Mohamed; et al. (2025) Ore genesis and critical metal enrichment using deep learning algorithms in Gunga Pb-Zn deposit, Southern Pakistan: Constraints from sphalerite geochemistry and isotopic compositions. Journal of Geochemical Exploration, 275. doi:10.1016/j.gexplo.2025.107771 |
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Plain Text | Gul, Muhammad A.; Zhang, Huishan; Yang, Yu; Ren, Guangli; Sun, Chao; Zhao, Xiaojian; Yousuf, Tahir Bin; Shah, Ahmed; Awan, Rizwan Sarwar; Faisal, Mohamed; et al. (2025) Ore genesis and critical metal enrichment using deep learning algorithms in Gunga Pb-Zn deposit, Southern Pakistan: Constraints from sphalerite geochemistry and isotopic compositions. Journal of Geochemical Exploration, 275. doi:10.1016/j.gexplo.2025.107771 |
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In | (2025) Journal of Geochemical Exploration Vol. 275. Elsevier BV |
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These are the references the publisher has listed as being connected to the article. Please check the article itself for the full list of references which may differ. Not all references are currently linkable within the Digital Library.
| Ahsan (1997) Geol. Bull. Univ. Peshawar Mineral Resources of Lasbela and Khuzdar Districts, Balochistan, Pakistan 30, 41 |
 | Belissont, Rémi, Muñoz, Manuel, Boiron, Marie-Christine, Luais, Béatrice, Mathon, Olivier (2016) Distribution and oxidation state of Ge, Cu and Fe in sphalerite by μ-XRF and K-edge μ-XANES: insights into Ge incorporation, partitioning and isotopic fractionation. Geochimica et Cosmochimica Acta, 177. 298-314 doi:10.1016/j.gca.2016.01.001 |
 | |
 | Claypool, George E., Holser, William T., Kaplan, Isaac R., Sakai, Hitoshi, Zak, Israel (1980) The age curves of sulfur and oxygen isotopes in marine sulfate and their mutual interpretation. Chemical Geology, 28. 199-260 doi:10.1016/0009-2541(80)90047-9 |
 | Cook, Nigel J., Ciobanu, Cristiana L., Pring, Allan, Skinner, William, Shimizu, Masaaki, Danyushevsky, Leonid, Saini-Eidukat, Bernhardt, Melcher, Frank (2009) Trace and minor elements in sphalerite: A LA-ICPMS study. Geochimica et Cosmochimica Acta, 73 (16) 4761-4791 doi:10.1016/j.gca.2009.05.045 |
 | |
| Figueroa () |
 | Fougerouse, Denis, Cugerone, Alexandre, Reddy, Steven M., Luo, Kai, Motto-Ros, Vincent (2023) Nanoscale distribution of Ge in Cu-rich sphalerite. Geochimica et Cosmochimica Acta, 346. 223-230 doi:10.1016/j.gca.2023.02.011 |
| Freij (2023) Can. J. Min. Pet. The use of pyrite chemistry to vector toward gold mineralization, an example from the Drogo Prospect, Nunavut, Canada 61, 909 |
 | |
 | Frenzel, Max, Voudouris, Panagiotis, Cook, Nigel J., Ciobanu, Cristiana L., Gilbert, Sarah, Wade, Benjamin P. (2022) Evolution of a hydrothermal ore-forming system recorded by sulfide mineral chemistry: a case study from the Plaka Pb–Zn–Ag Deposit, Lavrion, Greece. Mineralium Deposita, 57 (3) 417-438 doi:10.1007/s00126-021-01067-y |
 | Ge, Can, Huo, Jinjing, Gu, Hai-Ou, Wang, Fangyue, Sun, He, Li, Xiuyu, Li, Weiwei, Yuan, Feng (2021) Tectonic discrimination and application based on convolution neural network and incomplete big data. Journal of Geochemical Exploration, 220. 106662pp. doi:10.1016/j.gexplo.2020.106662 |
 | |
 | Gregory, Daniel D., Cracknell, Mathew J., Large, Ross R., McGoldrick, Peter, Kuhn, Stephen, Maslennikov, Valery V., Baker, Michael J., Fox, Nathan, Belousov, Ivan, Figueroa, Maria C., Steadman, Jeffrey A., Fabris, Adrian J., Lyons, Timothy W. (2019) Distinguishing Ore Deposit Type and Barren Sedimentary Pyrite Using Laser Ablation-Inductively Coupled Plasma-Mass Spectrometry Trace Element Data and Statistical Analysis of Large Data Sets. Economic Geology, 114 (4) 771-786 doi:10.5382/econgeo.4654 |
 | Gul, Muhammad Amar, Zhang, Huishan, Li, Yanguang, Yang, Xiaoyong, Sun, Chao, Zhao, Xiaojian, Ren, Guangli, Kanwal, Asia, Hafeez, Muhammad, Yang, Yu, et al. (2025) Machine learning-driven classification of Pb Zn ore deposits using pyrite trace elements and isotopic signatures: A case study of the Gunga deposit. Journal of Geochemical Exploration, 272. doi:10.1016/j.gexplo.2025.107693 |
 | |
 | Hasterok, Derrick, Halpin, Jacqueline A., Collins, Alan S., Hand, Martin, Kreemer, Corné, Gard, Matthew G., Glorie, Stijn (2022) New Maps of Global Geological Provinces and Tectonic Plates. Earth-Science Reviews, 231. 104069 doi:10.1016/j.earscirev.2022.104069 |
| Hedenquist () |
 | Hoggard, Mark J., Czarnota, Karol, Richards, Fred D., Huston, David L., Jaques, A. Lynton, Ghelichkhan, Sia (2020) Global distribution of sediment-hosted metals controlled by craton edge stability. Nature Geoscience, 13 (7) 504-510 doi:10.1038/s41561-020-0593-2 |
 | |
| Husain (2002) |
 | |
| Jancovic (1986) |
| Jankovic (1986) Geol. Surv. Pakistan Rec. The mineral association and genesis of the lead-zinc barite deposit at Khuzdar District, Balochistan, Pakistan 21 |
 | Jazi, Mohammad Ali; Karimpour, Mohammad Hassan; Malekzadeh Shafaroudi, Azadeh (2017) Nakhlak carbonate-hosted Pb(Ag) deposit, Isfahan province, Iran: a geological, mineralogical, geochemical, fluid inclusion, and sulfur isotope study. Ore Geology Reviews, 80. doi:10.1016/j.oregeorev.2016.06.010 |
 | |
 | |
 | Keith, M., Haase, K. M., Schwarz-Schampera, U., Klemd, R., Petersen, S., Bach, W. (2014) Effects of temperature, sulfur, and oxygen fugacity on the composition of sphalerite from submarine hydrothermal vents. Geology, 42 (8) 699-702 doi:10.1130/g35655.1 |
 | |
 | Lai, Xiang; Chen, Cuihua; Yang, Yulong; Liu, Shuyue; Li, Yin; Wang, Jiaxin; Song, Zhijiao; Gu, Ying; Chen, Xiaojie; Huang, Xiaodong (2023) Constraints on metallogenic temperature and mineralization style from reflection color of sphalerite. Ore Geology Reviews, 161. doi:10.1016/j.oregeorev.2023.105634 |
| Leach (2005) |
 | Li, Xiao-Ming, Zhang, Yi-Xin, Li, Zhan-Ke, Zhao, Xin-Fu, Zuo, Ren-Guang, Xiao, Fan, Zheng, Yi (2023) Discrimination of Pb-Zn deposit types using sphalerite geochemistry: New insights from machine learning algorithm. Geoscience Frontiers, 14 (4) 101580 doi:10.1016/j.gsf.2023.101580 |
 | Li, Xiao-Ming, Zhang, Yi-Xin, Li, Zhan-Ke, Zhao, Xin-Fu, Zuo, Ren-Guang, Xiao, Fan, Zheng, Yi (2023) Discrimination of Pb-Zn deposit types using sphalerite geochemistry: New insights from machine learning algorithm. Geoscience Frontiers, 14 (4) 101580 doi:10.1016/j.gsf.2023.101580 |
 | |
| Liu () |
 | Liu, Weihua, Mei, Yuan, Etschmann, Barbara, Glenn, Matthew, MacRae, Colin M., Spinks, Sam C., Ryan, Chris G., Brugger, Joël, Paterson, David J. (2023) Germanium speciation in experimental and natural sphalerite: Implications for critical metal enrichment in hydrothermal Zn-Pb ores. Geochimica et Cosmochimica Acta, 342. 198-214 doi:10.1016/j.gca.2022.11.031 |
| Machel (2001) |
| Machel (1995) |
 | Mahmoodi, Pouria; Rastad, Ebrahim; Rajabi, Abdorrahman; Alfonso, Pura; Canet, Carles; Peter, Jan M. (2021) Genetic model for Jurassic shale-hosted Zn-Pb deposits of the Arak Mining District, Malayer-Esfahan metallogenic belt: Insight from sedimentological, textural, and stable isotope characteristics. Ore Geology Reviews, 136. doi:10.1016/j.oregeorev.2021.104262 |
 | Meng, Yu-Miao; Zhang, Xin; Huang, Xiao-Wen; Hu, Ruizhong; Bi, Xianwu; Meng, Songning; Zhou, Lingli; Zheng, Yi (2024) A review of the Zn-Pb deposits in Sichuan-Yunnan-Guizhou metallogenic region with emphasis on the enrichment mechanism of Ge, Ga, and In. Ore Geology Reviews, 164. doi:10.1016/j.oregeorev.2023.105853 |
 | Miao, Yu; Li, Wenchang; Zhou, Jiaxi; Luo, Kai; Zhou, Ye; Chen, Shumin; Fan, Zhongyu; Pan, Jiarong (2023) Geology, geochemistry and genesis of the giant Maoping carbonate-hosted Pb-Zn-(Ag-Ge) deposit in northeastern Yunnan Province, SW China. Ore Geology Reviews, 161. doi:10.1016/j.oregeorev.2023.105648 |
 | |
 | |
 | |
 | |
 | Qin, Yixue, Kong, Hua, Liu, Biao, Jiang, Hua, Hou, Xianan, Huang, Jingang (2024) Distinguishing the Type of Ore-Forming Fluids in Gold Deposits Using Pyrite Geochemistry and Machine Learning. Natural Resources Research, 33 (1) 107-127 doi:10.1007/s11053-023-10282-5 |
 | Song, Yu-cai, Liu, Ying-chao, Hou, Zeng-qian, Fard, Mahmoud, Zhang, Hong-rui, Zhuang, Liang-liang (2019) Sediment-hosted Pb–Zn deposits in the Tethyan domain from China to Iran: Characteristics, tectonic setting, and ore controls. Gondwana Research, 75. 249-281 doi:10.1016/j.gr.2019.05.005 |
 | Song, Yucai, Hou, Zengqian, Liu, Yingchao, Zhuang, Liangliang, Hu, Ge (2023) Mississippi Valley-type Zn–Pb deposits in orogenic thrust belts: ore formation in response to synorogenic crustal transpression or extension. Mineralium Deposita, 58 (7) 1333-1350 doi:10.1007/s00126-023-01185-9 |
 | Spry, Paul G., Mathur, Ryan D., Teale, Graham S., Godfrey, Linda V. (2022) Zinc, sulfur and cadmium isotopes and Zn/Cd ratios as indicators of the origin of the supergiant Broken Hill Pb–Zn–Ag deposit and other Broken Hill-type deposits, New South Wales, Australia. Geological Magazine, 159 (10) 1787-1808 doi:10.1017/s0016756822000590 |
 | |
 | |
 | |
| Wang (2024) Ore Geol. Rev. Discrimination of deposit types using magnetite geochemistry based on machine learning 170 |
| Wen (2016) Sci. Rep. Zn/Cd ratios and cadmium isotope evidence for the classification of lead-zinc deposits 6 |
| Wen (2020) Kexue Tongbao/Chin. Sci. Bull. Gallium (Ga), germanium (Ge), thallium (Tl) and cadmium (Cd) resources in China 65, 3688 |
 | Wu, Tao; Huang, Zhilong; Wei, Chen; Ye, Lin; Yan, Zaifei; Xiang, Zhenzhong; Hu, Yusi; Sui, Zhiheng (2023) LA-ICPMS trace elements and C-O isotopes constrain the origin of the Danaopo Cd-Ge-bearing Zn-Pb deposit, western Hunan, China. Ore Geology Reviews, 158. doi:10.1016/j.oregeorev.2023.105494 |
 | Ye, Lin; Cook, Nigel J.; Ciobanu, Cristiana L.; Yuping, Liu; Qian, Zhang; Tiegeng, Liu; Wei, Gao; Yulong, Yang; Danyushevskiy, Leonid (2011) Trace and minor elements in sphalerite from base metal deposits in South China: A LA-ICPMS study. Ore Geology Reviews, 39 (4). doi:10.1016/j.oregeorev.2011.03.001 |
 | |
| Zartman (1981) |
 | |
 | Zhang, Huishan, Song, Yucai, Sun, Jianing, Hong, Jun, Khalil, Yasir Shaheen, Li, Yanguang, Zhang, Haidi, Wang, Zhihua (2024) A New Discovery of Mineralization as Subseafloor Hydrothermal Replacement in the Duddar Super-Large SEDEX Lead-Zinc Deposit in Pakistan. Journal of Earth Science, 35 (3) 1075-1078 doi:10.1007/s12583-024-2015-7 |
 | Zhao, Hongtao, Shao, Yongjun, Zhang, Yu, Cao, Genshen, Zhao, Lianjie, Zheng, Xiyue (2023) Big data mining on trace element geochemistry of sphalerite. Journal of Geochemical Exploration, 252. 107254 doi:10.1016/j.gexplo.2023.107254 |
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