GX Research Hub · English
GX & Decarbonization Research
This page provides an English interface to the gxceed GX paper corpus. The corpus aggregates papers from 13 open scholarly metadata sources and uses AI-assisted classification to identify signals related to measurement, policy narratives, outcomes, implementation, industrial adoption, and verification.
The goal is not only to discover papers, but to observe how GX research is distributed across research substance, implementation narratives, external expectations, implementation substance, and judgment formation.
Summaries are AI-assisted. Always refer to the original paper for authoritative conclusions.
🌍 Global📚 Peer-reviewed · JournalSocial Science Research Network2026#Scope 3DOI
From Disclosure to Integrity: A Five-Lens Diagnostic of ESG Credibility and Scope 3 Accountability in Emerging Markets
Vasudevan Kidambi, J. Kannan, Nadiya Parekh +2
This study develops a Scope 3 Integrity Framework with five lenses (boundary coverage, methodology transparency, governance accountability, supplier engagement, and assurance-based communication) to evaluate disclosure quality beyond compli…
📚 Peer-reviewed · JournalThe International Journal of Advanced Manufacturing Technology2026#Scope 3DOI
Assessing scope 3 transportation emissions: A calculation tool for sustainable manufacturing
K. Salonitis, John Patsavellas, Cristina Garcia Llubia
This paper presents a calculation tool for assessing scope 3 transportation emissions in manufacturing, offering a practical method to quantify and reduce emissions for sustainable manufacturing.
📚 Peer-reviewed · JournalModern Applied Science2026#Scope 3DOI
A Machine Learning Framework for Enhancing Scope 3 Emissions Measurement through Integrated Product and Industry Classifications
Ajay S. Jadhav, Shiva Abdoli
Addressing data scarcity in Scope 3 measurement, this paper proposes a machine learning framework integrating CPC, ISIC, and NAICS classifications. Using supply chain emission factors as target, Gradient Boosting Decision Trees achieved R² …
🌍 Global📚 Peer-reviewed · JournalFoods2026#Scope 3DOI
Life Cycle Assessment of Phycocyanin Food Colorant Production from Spirulina (Arthrospira platensis) with Biostimulant Waste-Stream Utilization for Soil Carbon Sequestration to Achieve Net Carbon Removal.
A. Smidt-Jensen, Trine Boje Røgild, Tom Cohen +6
This study presents a novel approach to producing carbon-negative food colorants by integrating phycocyanin extraction from Spirulina with residual biomass application as a biostimulant for soil organic carbon sequestration. Life cycle asse…
🌍 Global📚 Peer-reviewed · JournalBusiness Strategy and the Environment2026#Scope 3DOI
Achieving Carbon Neutrality: Strategic Pathways to Sustainability and Net Zero in Manufacturing Supply Chains
Vimal K. E. K., K. Sivakumar, Jayakrishna Kandasamy +3
This paper identifies 11 interdependent strategies for achieving carbon neutrality in manufacturing supply chains, grouped into six hierarchical levels. Key strategies include policy development, carbon accounting, collaborative learning, r…
🌍 GlobalPreprintResearch Square2026#Scope 3DOI
Calculating Supply Chain Deforestation Emissions for Brazil’s Meatpacking Sector: A New Corporate Accounting Methodology
Amintas Brandão, SARAH Klopatek, Lisa Rausch +4
This paper presents a new corporate accounting methodology for calculating supply chain deforestation emissions in Brazil's meatpacking sector. It enables accurate Scope 3 reporting and deforestation risk assessment, serving as a potential …
🌍 GlobalPreprintSustainability2025#Scope 3DOI
Carbon Footprint Accounting and Emission Hotspot Identification in an Industrial Plastic Injection Molding Process
Kübra Tümay Ateş, Gamze Arslan, Özge Demirdelen +1
This study develops a comprehensive GHG inventory for a plastic injection molding plant in Turkey, covering all categories (1-6) per ISO 14064-1:2019. Total emissions are 3,922.75 tCO2e, with purchased raw materials and end-of-life stages a…
🌍 Global📚 Peer-reviewed · JournalEnvironmental Research Letters2026#Scope 3DOI
Broadening net-zero strategies to address multiple environmental impacts
Sudhir Yadav, Eve McDonald-Madden, Justine Bell-James
This Perspective argues that net-zero strategies assessed solely through territorial carbon accounts can shift environmental burdens onto biodiversity, water, land, and communities via trade, supply chains, and offsets. It proposes a broade…
🌍 GlobalPreprintJournal of the Institute of Brewing2025#Scope 3DOI
A user-friendly carbon footprint calculator for single malt Scotch whisky production with a simulated case study
Shiwen Zhuang, Yeqi Huang, Annie Hill +1
To support the Scotch whisky industry's net-zero target, a user-friendly carbon footprint calculator for single malt whisky production was developed. It covers distillery, maturation warehouse, and bottling hall, accounting for Scope 1, 2, …
🌍 GlobalPreprintEnergy Economics2025#Scope 3DOI
Unveiling the impact of information vagueness on carbon emission inventories using fuzzy sets
José Antônio Puppim de Oliveira, Peter Wanke, Jorge Antunes +1
This study proposes a Two-Dimensional Fuzzy-Monte Carlo (2DFMC) framework to address uncertainty and vagueness in Scope 3 emissions data. By integrating Monte Carlo simulations with Type-2 Fuzzy Sets and testing on Brazilian GHG Protocol da…
🌍 GlobalPreprintSustainable Futures2025#Scope 3DOI
Collaboration or compliance? Unpacking ESG performance and carbon penalties
Manjeevan Seera, Ravichandran K. Subramaniam, Shyamala Dhoraisingam Samuel
This study uses machine learning to analyze how collaboration with government agencies affects ESG performance and carbon penalties among Fortune 500 firms. It finds that Scope 3 emissions dominate carbon footprints and that active governme…
🌍 GlobalPreprintJournal of Cross-Disciplinary Sustainability Innovations2025#Scope 3DOI
Digital Twin Architecture for Scope 3 Emission Transparency in Sustainable Supply Networks
Viraj P. Tathavadekar, null Nitin R. Mahankale
This paper proposes a digital twin architecture to enhance Scope 3 emission transparency in supply networks. It presents a four-stage framework (data acquisition, virtual modeling, real-time monitoring, predictive optimization) and analyzes…
🇺🇸 USAPreprintVolume 2: Functional Devices/Bioinspired Structures; Sustainability; Semiconductor Manufacturing; Surface Engineering; Clean Energy and E-Mobility Manufacturing; Machining and Deformation Processes; W2025#Scope 3DOI
Quantifying Carbon Footprint in Industrial Heat Treatment Processes Through Life Cycle Assessment
Lakshmi Srinivasan, Fu Zhao
This study quantifies Scope 1, 2, and 3 GHG emissions for an industrial gas carburizing process using Life Cycle Assessment (LCA). Analyzing a 9-hour carburizing cycle, it finds natural gas combustion contributes 76% of emissions, followed …
🇺🇸 USAPreprintFrontiers in Health Services2025#Scope 3DOI
Greenhouse gas emissions of a large, academic outpatient orthopedic center in the United States
Anna M. Jett, Venkat Kothandaraman, Esther Bobbin +3
This study quantifies greenhouse gas emissions of a US outpatient orthopedic center using the GHG Protocol. Total emissions were 11,049 MTCO2e, with 81% from Scope 3, of which 52% came from patient transportation. It highlights the importan…
🇪🇺 EuropePreprint2025#Scope 3DOI
A Quantitative Study: Can German Discrete Manufacturing Companies Achieve Net Zero GHG Emissions in Their Supply Chains Before 2040?
Helmig, Daniel
This doctoral dissertation quantitatively examines factors influencing net-zero GHG emissions in supply chains of German discrete manufacturing companies by 2040, focusing on Scope 3. A survey of 248 firms reveals negative correlations betw…
🌍 GlobalPreprintSustainability2025#Scope 3DOI
Are Sustainable Supply Chains Managing Scope 3 Emissions? A Systematic Literature Review
Miriam Borchardt, Giancarlo Pereira, Gabriel Milan +4
This systematic literature review examines how sustainable supply chain management (SSCM) literature addresses Scope 3 emissions. Analyzing 61 papers, it finds most focus on assessment and estimation, followed by reporting. Key challenges i…
🌍 GlobalPreprintMineral Economics2025#Scope 3DOI
Three open questions on Net Zero in the mining and metals industries
Antonini, Stefano, Grisolia, Giulia, Blengini, Giovanni Andrea
This paper analyzes the decarbonization progress of the mining and metals industry based on public documents from 20 major companies. It finds that while renewable energy deployment drives short-term emission reductions, long-term targets r…
🌍 GlobalPreprint2025#Scope 3DOI
A Study on Carbon Footprint Reduction Strategies in Global Supply Chains Management
Kumar B, Sugantha, H. R, Swapna, Rathi, Dr. Renu +1
This paper reviews strategies to reduce carbon footprints in global supply chains, focusing on Scope 3 indirect emissions. It analyzes approaches such as sustainable sourcing, logistics optimization, circular economy, energy-efficient produ…
🌍 GlobalPreprintProceedings of the 6th Product Lifetimes and the Environment Conference (PLATE2025)2025#Scope 3DOI
Mind the gap
Astrid B. Nicolajsen, Anders Bjørn, Tim C. McAloone +1
This study analyzes the decarbonization strategies of six Danish early adopters of SBTs, finding a primary focus on Scope 1 and 2 emissions with limited efforts on Scope 3 in the early years. Gaps between required reductions and reported im…
🌍 GlobalPreprintFrontiers in Sustainable Energy Policy2025#Scope 3DOI
Corporate decarbonization strategies and carbon accounting standards: implementation learnings to inform standard revisions
Holly Lahd
This paper critically examines two corporate climate strategies—renewable energy PPAs and supplier engagement—against GHG Protocol standards and implementation realities. PPAs succeed due to clear accounting recognition and minimal business…