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RESEARCH PAPER · PRX Energy · 2024

From Design to Device: Challenges and Opportunities in Computational Discovery of p -Type Transparent Conductors

Rachel Woods‐Robinson, Monica Morales‐Masis, Geoffroy Hautier, Andrea Crovetto

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From Design to Device: Challenges and Opportunities in Computational Discovery of p -Type Transparent ConductorsOriginalA critical reflection on attempts to machine-learn materials synthesis insights from text-mined literature recipes16Shallowing the p-type defects in LiGaO2 by valence band engineering via lower electronegativity alloying13Machine Learning-enhanced Copper (I) Thiocyanate-based Perovskite-silicon Tandem Solar Cells: Optimization Strategies for Enhanced Effi ciency and Stability3Strong compensation effects related to the empty channel in p-type transparent conductive material Cu 3 TaS 4 : a first-principles study5Wurtzite MgSe: a promising candidate with excellent visible light transparency and p-type conductivity10The Effect of Different Nanoparticles Surface Plasmon Polariton (SPP) Grating on Ge, Si, InP, and GaAs Photodetectors Performance10Machine Learning-enhanced Copper (I) Thiocyanate-based Perovskite-silicon Tandem Solar Cells: Optimization Strategies for Enhanced Effi ciency and Stability1Impact of on-site potential on the thermal-siphon phenomenon in networks0The Collapse of p-type Mobility in the Amorphous Phase0Extrinsic dopants as growth modifiers in Cu–Cr–O delafossites: a study of incorporation limits and film properties2La1−xCaxYO3: A Disorder-Enabled p-Type Transparent Conducting Oxide with an Ultra-Wide Band Gap0Synergistic design of p-type transparent conductors: dual-regulation strategy in Sn 2+ /Pb 2+ -based bromides0Strain greatly improves the visible light transparency and p-type electrical conductivity for GaAgS22Transparent conducting electrodes for perovskite–silicon tandem solar cells2Screening for wide-gap, high-refractive-index materials via frequency-dependent dielectric function prediction aided by convolutional autoencoders0Materials Representation Learning Based on a Material–Motif Network and Heterogeneous Graphs1Strategies and Multilayer Architectures for Decoupling Conductivity–Transparency Trade-Off0Correlated Metal LaNiO 3 as a p‐Type Transparent Conductor0

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  1. A critical reflection on attempts to machine-learn materials synthesis insights from text-mined literature recipes

    Faraday Discussions · 2024-08-13

    Wenhao Q. Sun, Nicholas David

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  2. Shallowing the p-type defects in LiGaO2 by valence band engineering via lower electronegativity alloying

    Applied Materials Today · 2024-12-28

    Sixin Kang, Shuaiwei Fan, Yang Liu, Gongwei Hu

    Read original paper ↗ ·

  3. Machine Learning-enhanced Copper (I) Thiocyanate-based Perovskite-silicon Tandem Solar Cells: Optimization Strategies for Enhanced Effi ciency and Stability

    SSRN Electronic Journal · 2025-01-01

    John Sunday Uzochukwu, Chinenye Faith Okey‐Onyesolu, Chioma Mary-Jane Ezechukwu, Chukwunonso Nnanyelum Onyenanu, O. E. Achugbu, C.M John

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  4. Strong compensation effects related to the empty channel in p-type transparent conductive material Cu 3 TaS 4 : a first-principles study

    Physical Chemistry Chemical Physics · 2025-01-01

    Yang Xue, Zhihao Zhuo, Changqing Lin, Dan Ding Huang

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  5. Wurtzite MgSe: a promising candidate with excellent visible light transparency and p-type conductivity

    Journal of Materials Chemistry C · 2025-01-01

    Shuaiwei Fan, Jinyan Chang, Liu Xi Yang, Gongwei Hu

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  6. The Effect of Different Nanoparticles Surface Plasmon Polariton (SPP) Grating on Ge, Si, InP, and GaAs Photodetectors Performance

    Plasmonics · 2025-01-13

    Hagar Marouf, Nariman Abdel-Salam, El‐Sayed M. El‐Rabaie, Ahmed Nabih Zaki Rashed, Khalil ElKhamisy

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  7. Machine Learning-enhanced Copper (I) Thiocyanate-based Perovskite-silicon Tandem Solar Cells: Optimization Strategies for Enhanced Effi ciency and Stability

    Archives of Case Reports · 2025-03-26

    Sunday Uzochukwu John, Chinenye Faith Okey-Onyesolu, Chioma Mary-Jane Ezechukwu, Chukwunonso Nnayelum Onyenanu, Erochukwu Obioma Achugbu, C.M John

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  8. Impact of on-site potential on the thermal-siphon phenomenon in networks

    Physical review. E · 2025-09-16

    Kezhao Xiong, Zhuohan Wang

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  9. The Collapse of p-type Mobility in the Amorphous Phase

    ACS Materials Letters · 2025-10-15

    Michiel J. van Setten, Geoffrey Pourtois

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  10. Extrinsic dopants as growth modifiers in Cu–Cr–O delafossites: a study of incorporation limits and film properties

    Journal of Materials Science · 2025-12-23

    Marco Moreira, Yves Fleming, Patrick Grysan, Christèle Vergne, Adrian‐Marie Philippe, Petru Lunca‐Popa

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  11. La1−xCaxYO3: A Disorder-Enabled p-Type Transparent Conducting Oxide with an Ultra-Wide Band Gap

    SSRN Electronic Journal · 2026-01-01

    Sara Rahman, Xuan Li, Man Wang, Kequan Wu, Honggang Ye, Yelong Wu

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  12. Synergistic design of p-type transparent conductors: dual-regulation strategy in Sn 2+ /Pb 2+ -based bromides

    Physical Chemistry Chemical Physics · 2026-01-01

    Li Wang, Dan Jin, Yuwei Li, Yuancun Qiao, Yujia Wang, Xin-Gang Zhao

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  13. Strain greatly improves the visible light transparency and p-type electrical conductivity for GaAgS2

    Ceramics International · 2026-04-20

    Yuhang Deng, Wanting Chen, Liu Xi Yang, Guangduo Lu, Shuaiwei Fan

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  14. Transparent conducting electrodes for perovskite–silicon tandem solar cells

    Nature Reviews Physics · 2026-05-27

    John O’Sullivan, Matthew Wright, Bruno Vicari Stefani, Paul Llontop, Abderrahime Sekkat, Robert L. Z. Hoye, Monica Morales‐Masis, Ruy S. Bonilla

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  15. Screening for wide-gap, high-refractive-index materials via frequency-dependent dielectric function prediction aided by convolutional autoencoders

    Physical Review Materials · 2026-06-24

    Pedro Borlido, Fernando Nogueira

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  16. Materials Representation Learning Based on a Material–Motif Network and Heterogeneous Graphs

    Advanced Intelligent Discovery · 2026-06-30

    Anoj Aryal, Weiyi Gong, Huta Banjade, Qimin Yan

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  17. Strategies and Multilayer Architectures for Decoupling Conductivity–Transparency Trade-Off

    Coatings · 2026-08-01

    Xi Cao, Yuying Feng, Zhengjie Guo, Xuezhi Li, Yixian Xie, Chenyao Huang, Yikun Yang, Fuyueyang Tan, Kaiquan Lei, Zaijin Li, Yi Qu, Lin Li

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  18. Correlated Metal LaNiO 3 as a p‐Type Transparent Conductor

    Advanced Functional Materials · 2026-08-07

    Shivang Beniwal, Emmeline G. Poole, Jacob Plowman, Troy D. Manning, Teresa Partida Manzanera, Kevin Sanderson, Matthew Stephen Dyer, Matthew J. Rosseinsky, Jonathan Alaria

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