Abstract :
Preg-robbing remains a major constraint in the processing of refractory gold ores, particularly those containing carbonaceous matter, fine clays, and iron-bearing phases capable of adsorbing dissolved gold during leaching. This review critically evaluates advances reported between 2020 and 2025, focusing on the mineralogical controls of preg-robbing, its interaction with gold dissolution chemistry, and the effectiveness of current mitigation strategies. Gold adsorption is governed by carbon structure, surface functional groups, sulfide associations, and textural features that control accessibility, determining whether adsorption is reversible or irreversible and, consequently, whether conventional recovery routes remain viable. Pretreatment options, including roasting, pressure oxidation, bio-oxidation, chemical passivation, and selective removal of reactive phases, are assessed in terms of metallurgical performance, operational complexity, energy demand, and environmental impact. The review also examines alternative lixiviants such as thiosulfate, glycine, and ammonia-based systems, highlighting their potential to reduce sensitivity to carbonaceous matter while emphasizing their dependence on mineralogy and process control. Rather than proposing a universal solution, the analysis defines decision-oriented criteria for flowsheet selection based on mineralogical and operational constraints, identifying the conditions under which specific approaches are technically robust and economically justified. Key research gaps are highlighted, particularly in the quantitative characterization of adsorption capacity and kinetics, and in the integration of mineralogical data into predictive process design frameworks.
Keywords :
Alternative lixiviants, Carbonaceous matter, Flowsheet selection, Gold adsorption, Hydrometallurgy, Preg-robbing, Pretreatment technologies., Refractory gold oresReferences :
- Ahmadi, R., & Mohammadnejad, S. (2025). Gold loss during ammonia pre-treatment of a preg-robbing gold ore. Canadian Metallurgical Quarterly, 1–10. https://doi.org/10.1080/00084433.2025.2461836
- Ahtiainen, R. (2020). Development of chloride-based processing of free-milling and refractory gold ores and concentrates (Doctoral dissertation, Aalto University). DOI: 10.1016/j.jclepro.2019.06.197
- Ahtiainen, R., Liipo, J., & Lundström, M. (2021). Simultaneous sulfide oxidation and gold dissolution by cyanide-free leaching from refractory and double refractory gold concentrates. Minerals Engineering, 170, 107042. https://doi.org/10.1016/j.mineng.2021.107042
- Altinkaya, P. (2021). Leaching and recovery of gold from low grade raw materials in cyanide-free media. DOI: 10.1016/j.jclepro.2018.03.177
- Altinkaya, P., Wang, Z., Korolev, I., Hamuyuni, J., Haapalainen, M., Kolehmainen, E., … Lundström, M. (2020). Leaching and recovery of gold from ore in cyanide-free glycine media. Minerals Engineering, 158, 106610. https://doi.org/10.1016/j.mineng.2020.106610
- Amankwah, R. K., & Ofori-Sarpong, G. (2020). Microwave roasting of flash flotation concentrate containing pyrite, arsenopyrite and carbonaceous matter. Minerals Engineering, 151, 106312. https://doi.org/10.1016/j.mineng.2020.106312
- Arasteh, A., Khalesi, M. R., & Mohseni, M. (2023). Experimental and molecular modeling investigation on adsorption of gold cyanide complex onto the iron oxide and hydroxide minerals. Chemical Physics Letters, 830, 140817. https://doi.org/10.1016/j.cplett.2023.140817
- Asamoah, R. K. (2021). Specific refractory gold flotation and bio-oxidation products: Research overview. Minerals, 11(1), 93. https://www.mdpi.com/2075-163X/11/1/93#
- Asamoah, R. K., Zanin, M., Gascooke, J., Skinner, W., & Addai-Mensah, J. (2021). Refractory gold ores and concentrates part 1: Mineralogical and physico-chemical characteristics. Mineral Processing and Extractive Metallurgy, 130(3), 240–252. https://doi.org/10.1080/25726641.2019.1626659
- Azizbek, B. B. (2025). Development of an eco-friendly process for the recovery of gold (Au) from double refractory carbonaceous sulfide ores.
- Bampole Lukumu, D. (2023). Gold galvanic dissolution: Partially roasted sulfide ores in a multilayer-packed-bed leach reactor (Doctoral dissertation). https://corpus.ulaval.ca/entities/publication/0e7d597c-4bc0-4677-a63a-b7a940fbb828
- Bare, G. T., Mbayo, J. J. K., Ndlovu, S., Shemi, A., & Chipise, L. (2021). Mineralogical characterization and acid pretreatment of a gold calcine leach residue. Minerals, 12(1), 10. https://www.mdpi.com/2075-163X/12/1/10#
- Borges, G. F. (2021). Efeito preg-robbing em minerais auríferos por compostos carbonáceos: Estado da arte. http://www.monografias.ufop.br/handle/35400000/3515
- Byvaltsev, A. V., Khmelnitskaya, O. D., Voiloshnikov, G. I., Bogorodskiy, E. V., & Goncharuk, M. A. (2025). Improved gold diagnostic leaching procedure for carbonaceous preg-robbing ores. iPolytech Journal, 29(3), 389–398. https://doi.org/10.21285/1814-3520-2025-3-389-398
- Cao, P., Zhang, S., & Zheng, Y. (2022). Characterization and gold extraction of gold-bearing dust from carbon-bearing gold concentrates. Mineral Processing and Extractive Metallurgy Review, 43(2), 188–200. https://doi.org/10.1080/08827508.2020.1854248
- Chaka, K. J., & Rupprecht, S. M. (2024). Thiosulfate leaching in carbonaceous gold-bearing ores in Ethiopia. Scientific Reports, 14(1), 22952. https://doi.org/10.1038/s41598-024-69646-3
- Chingwaru, S. J. (2024). Gold deportment and ore characterisation of the historical Witwatersrand tailings dams with emphasis placed on the sulphides (Doctoral dissertation, Stellenbosch University). https://scholar.sun.ac.za
- Cindy, Sakai, R., Mendoza, D. M., Konadu, K. T., & Sasaki, K. (2021). Significance of acid washing after biooxidation of sulfides in sequential biotreatment of double refractory gold ore from the Syama mine, Mali. Minerals, 11(12), 1316. https://www.mdpi.com/2075-163X/11/12/1316#
- Darteh, F., Abdul-Wasiu, M., Boateng, A., & Ofori-Sarpong, G. (2020). Predicting the extent of preg-robbing based on the maturity of carbonaceous gold ores. In Proceedings of the 6th UMaT Biennial International Mining and Mineral Conference (pp. 5–6).
- Dong, H., Jin, J., Zhu, X., Li, Y., & Han, Y. (2025). Suspension roasting in enhancing gold leaching efficiency and modifying pore structure in high-sulfur, carbonaceous, arsenic-bearing refractory gold ores. JOM, 77(10), 7361–7375. https://doi.org/10.1007/s11837-025-07609-3
- Dyson, D., Yopps, S., Langhans, J., Dimov, S., & Hart, B. (2022). Near-technical limit gold recovery from a double refractory Carlin-type ore after pre-treatment by high-temperature pressure oxidation. Mining, Metallurgy & Exploration, 39(4), 1563–1570. https://doi.org/10.1007/s42461-022-00638-5
- Espinoza-Martínez, A. M., Valenzuela-García, J. L., Salazar-Campoy, M. M., Encinas-Romero, M. A., Martínez-Ballesteros, G., & Parga Torres, J. R. (2025). Gold and silver recovery from a refractory pyritic concentrate by roasting and alkaline pressure oxidation. Minerals, 15(12), 1260. https://www.mdpi.com/2075-163X/15/12/1260#
- Figueroa, G. U. P., Aragón, J. A. V., Pacheco, M. D. C. C., Ramos, L. M. M., Castro, A. E. L. F., & Pacheco, H. G. J. (2020). Evaluation of the inhibition process effect “preg-robbing” for gold recovery. Veritas, 21(1), 67–73. https://doi.org/10.35286/veritas.v21i1.260
- Garcia Rosales, E. M., Camporredondo Saucedo, J. E., Kudriavtsev, Y., Mamani Maron, G. J., Rojas Venegas, F., & Castruita Avila, L. G. (2024). Study of preg-robbing with quicklime in gold cyanide solutions analyzed by time-of-flight secondary ion mass spectrometry. Metals, 14(4), 416. https://www.mdpi.com/2075-4701/14/4/416#
- Ghasemi, S., Mohammadnejad, S., & Khalesi, M. R. (2022). Role of functional groups in selective adsorption of gold over copper cyano complexes by activated carbon: A DFT study. Journal of Mining and Environment, 13(3), 891–901.
- Gökdemir, S. N., Can, İ. B., & Harzanak, A. (2025). Influence of mineralogy of low grade refractory Au ore on processing and blending strategy. Physicochemical Problems of Mineral Processing, 61(3). 10.37190/ppmp/204554
- Gómez Santiago, M., Cholico González, D., Ortiz Lara, N., & Escudero García, R. (2022). Carbonaceous ore characterization and the identification of the preg-robbing effect. Epistemus (Sonora), 16(32).
- Grigoreva, V. A., & Boduen, A. Y. (2023). Prospects for refractory gold-sulfide ore processing. Non-Ferrous Metallurgy, 6, 22–34.
- Gutierrez, D. (2021, January). Tratamiento de un mineral aurífero carbonáceo mediante lixiviación oxidativa-tostación y tostación directa. In The 1st LACCEI International Multi-Conference on Entrepreneurship, Innovation, and Regional Development.
- Hao, W. U., Hongjun, W. A. N. G., Siyu, D. U. A. N., Haoran, L. I., & Qiusheng, H. E. (2022). Full-process analysis on volatilizing gold, zinc by chlorination roasting and synchronous recovery vanadium by water leaching of carbonaceous gold ore. Minerals Engineering, 185, 107682. https://doi.org/10.1016/j.mineng.2022.107682
- Javanshir, S., Sundqvist Öqvist, L., Strandkvist, I., & Engström, F. (2025). Unlocking refractory gold: Synergistic pretreatment strategies for high-efficiency thiosulfate leaching. Processes, 13(12), 3760. https://www.mdpi.com/2227-9717/13/12/3760#
- Junussov, M., Ferenc, M., Ferenc, K., Tivadar, T., Krisztián, F., Gábor, M., … Mária, H. V. (2021). Preliminary analysis on roles of metal–organic compounds in the formation of invisible gold. Acta Geochimica, 40(6), 1050–1072. https://doi.org/10.1007/s11631-021-00494-y
- Karppinen, A., Seisko, S., Nevatalo, L., Wilson, B. P., Yliniemi, K., & Lundström, M. (2024). Gold recovery from cyanidation residue by chloride leaching and carbon adsorption—Preliminary results from CICL process. Hydrometallurgy, 226, 106304. https://doi.org/10.1016/j.hydromet.2024.106304
- Konadu, K. T., Makaula, D. X., Smart, M., Mendoza, D. M., Opitz, E., Harrison, S. T. L., & Sasaki, K. (2023). Enzymatic degradation of carbonaceous matter in contrasting South African refractory gold ores. Hydrometallurgy, 220, 106087. https://doi.org/10.1016/j.hydromet.2023.106087
- Konadu, K. T., Sakai, R., Mendoza, D. M., Chuaicham, C., Miki, H., & Sasaki, K. (2020). Effect of carbonaceous matter on bioleaching of Cu from chalcopyrite ore. Hydrometallurgy, 195, 105363. https://doi.org/10.1016/j.hydromet.2020.105363
- Kondos, P., & Choi, Y. (2025). Gold hydrometallurgy. In Treatise on Process Metallurgy (Vol. 2B, pp. 461–475). Elsevier. https://doi.org/10.1016/B978-0-443-40294-4.00040-2
- Lazar, B. (2025). Development of a methodology to characterize activated carbon involved in gold recovery in ore processing (ULiège). http://hdl.handle.net/2268.2/25043
- Lee, S. (2022). The processing of double refractory gold ore: Treatment of alkaline POX feed and alkaline POX discharge (Doctoral dissertation, Queen’s University).
https://www.proquest.com/openview/f8d212dbb311ee6e66fed98d35208e59/1?pq-origsite=gscholar&cbl=18750&diss=y
- Lee, S., Gibson, C. E., & Ghahreman, A. (2021). The separation of carbonaceous matter from refractory gold ore using multi-stage flotation: A case study. Minerals, 11(12), 1430. https://www.mdpi.com/2075-163X/11/12/1430#
- Lemos, F. D. A., Nascimento, M., Moreira Júnior, G. R., Andrade, V. R. D., Pinto, P. C., & Salles, A. J. G. (2025). Recovery of gold from refractory ore employing pressure oxidation. REM – International Engineering Journal, 78, e230116. https://doi.org/10.1590/0370-44672023780116
- Lenoir, L. (2023). Development of a methodology for the characterisation of native graphite in a gold ore by an automated mineralogy system (Master’s thesis, University of Liège). https://matheo.uliege.be
- Li, H., Li, Z., Jin, J., Han, Y., & Li, Y. (2022). Pore evolution in refractory gold ore formed by oxidation roasting and the effect on the cyanide leaching process. ACS Omega, 7(4), 3618–3625. https://doi.org/10.1021/acsomega.1c06248
- Li, P., Li, X., & Dai, S. (2020). Adsorption of gold cyanide on quartz. Colloids and Surfaces A: Physicochemical and Engineering Aspects, 590, 124514. https://doi.org/10.1016/j.colsurfa.2020.124514
- Lin, Y., Hu, X., Zi, F., & Lu, G. (2025). Roasted dolomite adsorbing gold from thiosulfate leaching solution of a gold ore: Effective inhibition of preg-robbing via thiocyanate addition. Powder Technology, 121156. https://doi.org/10.1016/j.powtec.2025.121156
- Liu, S., Feng, Y., Li, H., & Wang, H. (2022). Simultaneous extraction of gold and vanadium from vanadium and carbon-rich refractory gold minerals by chlorination roasting. Metallurgical and Materials Transactions B, 53(6), 3955–3966. https://doi.org/10.1007/s11663-022-02656-6
- Ljubetic, K., & Liu, W. (2022). limitations of gold leaching in ferric chloride media Part I: Batch reactor studies. Minerals Engineering, 178, 107397. https://doi.org/10.1016/j.mineng.2022.107397
- Mabwe, N. R. (2020). Potential pre-treatment and processing routes for recovery of gold from complex (refractory) gold ores: A review. In Proceedings of the International Conference on Industrial Engineering and Operations Management (pp. 1708–1715). https://www.ieomsociety.org/harare2020/papers/414.pdf
- Mabwe, N. R. (2024). ‘Processing of refractory gold ores in Zimbabwe: A review’, Southern Africa Journal of Engineering and Technology, Vol. 1, Issue 1, pp. 45 – 50.
- Maganga, S. P., Wikedzi, A., Budeba, M. D., & Manyele, S. V. (2023). Overview of the challenges and opportunities in processing complex gold-copper ores. Mining, Metallurgy & Exploration, 40(6), 2463–2475. https://doi.org/10.1007/s42461-023-00854-7
- Mansurov, Z. A., Mansurova, R. M., Zakharov, V. A., & Supiyeva, Z. A. (2020). Adsorption of Au(III) ions by carbonized apricot stones in presence of heavy metal ions. Journal of Chemical Technology & Metallurgy, 55(5). https://journal.uctm.edu/node/j2020-5/17_19-17_p1047-1056.pdf
- Manzila, A.N. 2022. A study of alternative techniques to mercury amalgamation for gold extraction in artisanal and small-scale gold mining. . ,Faculty of Engineering and the Built Environment ,Department of Chemical Engineering. http://hdl.handle.net/11427/37625.
- Mendoza, D. M., Ichinose, H., Sakai, R., Konadu, K. T., & Sasaki, K. (2024). Defining the applicable pathway of laccase pre-treatment in the bio-mineral processing of double refractory gold ores. Journal of Environmental Chemical Engineering, 12(5), 113997. https://doi.org/10.1016/j.jece.2024.113997
- Msumange, D. A., Yazici, E. Y., Celep, O., Deveci, H., Kritskii, A., & Karimov, K. (2023). Recovery of Au and Ag from the roasted calcine of a copper-rich pyritic refractory gold ore using ion exchange resins. Minerals Engineering, 195, 108017. https://doi.org/10.1016/j.mineng.2023.108017
- Ng, W. S., Wang, Q., & Chen, M. (2022). A review of preg-robbing and the impact of chloride ions in the pressure oxidation of double refractory ores. Mineral Processing and Extractive Metallurgy Review, 43(1), 69–96. https://doi.org/10.1080/08827508.2020.1793142
- Ng, W. S., Yang, Y., Su, X., Zhong, S., & Chen, M. (2022). Characterization of preg-robbing carbonaceous minerals from the Shuiyindong Carlin-type gold deposit. Mining, Metallurgy & Exploration, 39(1), 169–188. https://doi.org/10.1007/s42461-021-00507-7
- Niu, H., Yang, H., & Tong, L. (2020). Structural characterization and adsorption capability of carbonaceous matters extracted from carbonaceous gold concentrate. Minerals, 11(1), 23. https://www.mdpi.com/2075-163X/11/1/23#
- Niu, H., Yang, H., Tong, L., & Kamali, A. R. (2023). The adsorption characteristics and performance of gold onto elemental carbon extracted from refractory carbonaceous gold concentrate. Colloids and Surfaces A: Physicochemical and Engineering Aspects, 658, 130635. https://doi.org/10.1016/j.colsurfa.2022.130635
- Nwagboso, O. E. (2022). Use of alkaline pre-treatment with cyanide and glycine to extract gold from tailings (Doctoral dissertation, Stellenbosch University).
- Nwaila, G. T., Ghorbani, Y., Becker, M., Frimmel, H. E., Petersen, J., & Zhang, S. (2020). Geometallurgical approach for implications of ore blending on cyanide leaching and adsorption behavior of Witwatersrand gold ores, South Africa. Natural Resources Research, 29(2), 1007–1030. DOI:10.1007/s11053-019-09522-4
- Nwaila, G. T., Notole, V., Alex, S., & Ghorbani, Y. (2025). Optimizing gold recovery from Witwatersrand-type ores using alkaline glycine leaching and conditional simulation. Natural Resources Research, 1–17. https://doi.org/10.1007/s11053-025-10459-0
- Ocampo-López, C., Rendón-Castrillón, L., Ramírez-Carmona, M., & González-López, F. (2024). Evaluation of the preg-robbing effect in gold recovery using the carbon-in-leach technique. Metals, 14(12), 1465. https://doi.org/10.3390/met14121465
- Owusu, C., Konadu, K. T., Acquah, G., Mends, E. A., Amankwah, R. K., & Sasaki, K. (2023). Improving gold recovery in carbonaceous gold ores using naphthalene sulphonate as a blanking agent. Minerals Engineering, 202, 108283. https://doi.org/10.1016/j.mineng.2023.108283
- Owusu, C., Mensah, S., Ackah, K., & Amankwah, R. K. (2021). Reducing preg-robbing in carbonaceous gold ores using passivative or blanking agents. Minerals Engineering, 170, 106990. https://doi.org/10.1016/j.mineng.2021.106990
- Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, n71. https://doi.org/10.1136/bmj.n71
- Pereira, A. C. (2025). Refractory gold ores: A critical review of mineralogy and processing options. Engenharias, 29(153). h DOI: 10.69849/revistaft/ra10202512141446
- Pereira, A. C., & Barbosa, V. D. S. B. (2017). Effectiveness acidic pre-cleaning for copper-gold ore. REM – International Engineering Journal, 70(4), 445–450. https://doi.org/10.1590/0370-44672016700126
- Pewa, B. B. (2021). Treatment of a double refractory ore from Barberton using pressure oxidation (Doctoral dissertation).
- Pieterse, P. J. (2020). Characterization of the high temperature caustic conditioning process for optimized gold recovery from double refractory ores (Master’s thesis, University of Pretoria). https://www.proquest.com/openview/c173d6e028b475cfdeb8081c07be06c7/1?pq-origsite=gscholar&cbl=2026366&diss=y
- Rinne, M., Elomaa, H., Seisko, S., & Lundström, M. (2022). Direct cupric chloride leaching of gold from refractory sulfide ore: Process simulation and life cycle assessment. Mineral Processing and Extractive Metallurgy Review, 43(5), 598–609. https://doi.org/10.1080/08827508.2021.1910510
- Romero, H., Suarez, C., Salazar, N., Zambrano, C., & Lapo, B. (2024). Evaluation of gold adsorption on activated carbon from real cyanide and thiourea leachate solutions. Heliyon, 10(11). https://doi.org/10.1016/j.heliyon.2024.e31606
- Schindler, M., Akbari Alavijeh, M., Oliveira, M. L., & Silva, L. F. (2025). A review of analytical techniques to characterise nanomaterial associations with minerals, organic matter and organisms. Geostandards and Geoanalytical Research, 49(1), 133–159. https://doi.org/10.1111/ggr.12583
- Shi, J., Song, Y., Zhang, X., Yin, N., Wang, Z., Lang, S., … Zhu, B. (2025). Effect of roasting temperature in the synergistic roasting process of carbonaceous gold ore and cyanide tailings. Minerals Engineering, 233, 109636. https://doi.org/10.1016/j.mineng.2025.109636
- Silva, G., Barbosa, P., Villanova, F., Lemos, M., Fonseca, R., Stumpf, C., & Oliveira, A. (2025). Geometallurgical characterization of the Lamego gold deposit, Sabará-MG: Linking mineralogy to processing performance. Minerals, 15(11), 1136. https://www.mdpi.com/2075-163X/15/11/1136#
- Soleymani, M., Sadri, F., & Ghahreman, A. (2021). Effect of mixing acidic and alkaline pressure oxidation discharges with different ratios on gold thiosulfate leaching efficiency. Hydrometallurgy, 205, 105744. https://doi.org/10.1016/j.hydromet.2021.105744
- Surimbayev, B., Akcil, A., Bolotova, L., Shalgymbayev, S., & Baikonurova, A. (2024). Processing of refractory gold-bearing sulfide concentrates: A review. Mineral Processing and Extractive Metallurgy Review, 45(6), 573–591. https://doi.org/10.1080/08827508.2023.2230344
- Valdivieso-Bermeo, P., Peñaloza, I., & Moreno-Chávez, J. (2020). Treatment for gold ores with high content of carbonaceous matter. Dyna, 87(215), 180–185. https://doi.org/10.15446/dyna.v87n215.84282
- Vashist, U. (2020). Systematic study of magnesium thiosulfate gold leaching process (Doctoral dissertation).
- Vashist, U., Sadri, F., Choi, Y., & Ghahreman, A. (2022). Systematic study of critical parameters on magnesium saturated thiosulfate gold leaching process; Part A: Effect of ammonia and lime for pH adjustments and concentration of magnesium and copper(II). Hydrometallurgy, 213, 105943. https://doi.org/10.1016/j.hydromet.2022.105943
- Wang, S., Wu, J., & Jiao, F. (2025). Pretreatment and extraction of gold from refractory gold ore in acidic conditions. Minerals, 15(4), 340. https://www.mdpi.com/2075-163X/15/4/340#
- Wei, W., Shuiping, Z., XiaoPeng, C., & Xie, F. (2025). Eco-friendly and efficient extraction of gold from silicate ore using a synergistic lixiviant of aspartate and thiosulfate. https://dx.doi.org/10.2139/ssrn.5348002
- Wu, H., Feng, Y., Li, H., Wang, H., & Ju, J. (2020). Co-recovery of manganese from pyrolusite and gold from carbonaceous gold ore using fluidized roasting coupling technology. Chemical Engineering and Processing: Process Intensification, 147, 107742. https://doi.org/10.1016/j.cep.2019.107742
- Xiao, H., Jin, J., He, F., Han, Y., Sun, Y., Tang, Z., & Dong, Z. (2022). Accelerating the decarbonization of carbonaceous gold ore by suspension oxidation roasting. Advanced Powder Technology, 33(11), 103833. https://doi.org/10.1016/j.apt.2022.103833
- Xu, R., Li, Q., Meng, F., Yang, Y., Xu, B., Yin, H., & Jiang, T. (2020). Bio-oxidation of a double refractory gold ore and investigation of preg-robbing of gold from thiourea solution. Metals, 10(9), 1216. https://doi.org/10.3390/met10091216
- Xue, Y., Langhans, J., McPartland, J., Dragusanu, C., Lun, M., & Jin, J. (2025). Characterization of carbonaceous materials in a gold loading study by micro-XRF imaging and Raman spectroscopy. Mining, Metallurgy & Exploration. https://doi.org/10.1007/s42461-025-01304-2
- Youlton, K. L. (2020). The study of alternative leaching processes on South African gold ores (Doctoral dissertation, University of the Witwatersrand). https://www.proquest.com/openview/477afb38fbe45b19d53af90fdba6679f/1?pq-origsite=gscholar&cbl=2026366&diss=y
- Youlton, K. L., Kinnaird, J. A., & Youlton, B. J. (2021). Depositional environment: The original control on gold processing. Journal of the Southern African Institute of Mining and Metallurgy, 121(6), 267–276. https://doi.org/10.17159/2411-9717/811/2021
- Zhang, X., Song, Y., Dang, J., Li, T., Huang, W., & Yin, N. (2025). Effects of temperature on the preg-robbing ability of organic carbon in carbonaceous gold ore during vacuum roasting pretreatment. JOM, 77(10), 7388–7400. https://doi.org/10.1007/s11837-025-07602-w
- Zhang, X., Song, Y., Wu, L., Dong, P., Zhou, M., & Liu, G. (2022). Improvement of the leach efficiency of carbonaceous gold concentrates using reduction roasting pretreatment technology. Advanced Powder Technology, 33(2), 103387. https://doi.org/10.1016/j.apt.2021.12.006
- Zhao, Q., Wu, W., Gao, P., Li, Y., & Tang, Z. (2025). Accelerating the decarbonization of bio-oxidation residues from carboniferous high arsenic sulfide refractory gold ores via suspension oxidation roasting for exceptional gold leaching efficiency. Advanced Powder Technology, 36(11), 105053. https://doi.org/10.1016/j.apt.2025.105053
- Zhou, Y., Wen, Z., Liu, Y., Wu, J., Huang, B., He, H., … Xiao, M. (2024). The contribution of carbonaceous material to gold mineralization in the Huangjindong deposit, Central Jiangnan Orogen, China. Minerals, 14(10), 1042. https://www.mdpi.com/2075-163X/14/10/1042#

