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.
📚 Peer-reviewed · JournalScientific Reports2026#Scope 3DOI
Uneven transition risks from multi-scope carbon flows: a nationwide regional assessment for South Korea
No Ol Lim, Hyojin Cho, Song T. Lim +1
This study provides the first multi-scope regional assessment of carbon flows in South Korea, integrating Scope 1-3 emissions. It reveals stark asymmetries: industrial provinces face high direct exposure, while metropolitan regions have hig…
🇪🇺 Europe📚 Peer-reviewed · JournalSocial Science Research Network2026#Scope 3DOI
Greenhouse Gas (GHG) Emissions and Removals in the Finnish Forest Sector Over Scope 1, 2, and 3
Ashraful Alam, Hafiz Usman Ghani, T. Räty +1
This study comprehensively assesses the life cycle GHG emissions of Finland's forest sector for 2023 using a Scope 1, 2, and 3 framework. Total emissions are approximately 8.35 Mt CO2e, with Scope 3 contributing 68%, primarily from organic …
CN📚 Peer-reviewed · JournalCarbon Neutral Systems2026#Scope 3DOI
Tracing carbon emissions across the upstream supply-to-final demand chain for China’s construction industry
Bo Liu, Kaixin Ma, Mingliang Liu +1
This study traces carbon emissions across the entire supply chain of China's construction industry, from upstream suppliers to final demand. Using input-output analysis, it identifies key emission sources and provides insights for decarboni…
🌍 GlobalConferenceProceedings of the 2026 REMADE® Circular Economy Technology Summit & Conference2026#Scope 3DOI
Quantifying Value Chain Emissions: A Case Study at GKN Aerospace
S. Shoaib-ul-Hasan, Mohamed Rikaz Mohamed Ameer, Amal Valan Francis +14
This study quantifies Scope 3 Category 1 emissions (Purchased Goods and Services) for GKN Aerospace using the GHG Protocol. It compares mass-based and spend-based methods, finding spend-based overestimates by approximately a factor of three…
📚 Peer-reviewed · JournalE3S Web of Conferences2026#Scope 3DOI
Quantification of Household Greenhouse Gas Emissions in Mumbai: A Scope 1, 2, and 3 Analysis
Hosang Shukla, Avni Sharma, Geetanjali Ashtekar +2
This study quantifies the monthly GHG emissions of an average household in Mumbai, India, using the Greenhouse Gas Protocol across Scope 1, 2, and 3. Through a detailed survey and emission factors, it identifies major emission sources and o…
🇪🇺 Europe📚 Peer-reviewed · JournalCorporate Social Responsibility and Environmental Management2026#Scope 3DOI
Exploring the Interrelationships Among Supply Chain Emissions, Financial Performance, Market Value, and Board Sustainability: An Exploration of the European Landscape
Daniele Giordino, Martina Panero, Nourah O. Alshaghdali +1
This study examines the interrelationships among scope 2&3 emissions, financial performance, market value, and board sustainability using a panel of 437 European firms. Results show positive links between supply chain emissions and market v…
🌍 Global📚 Peer-reviewed · JournalCorporate Social Responsibility and Environmental Management2026#Scope 3DOI
Scope 3 Carbon Emissions Assessment for Manufacturing
SMEs
Kourosh Halat, S. Childe, Nick Golding +1
This study examines challenges faced by manufacturing SMEs in Scope 3 GHG assessment through UK case studies. It identifies persistent difficulties in data availability, estimation methods, and double-counting risks, and argues that qualita…
📚 Peer-reviewed · JournalJournal of Industrial Ecology2026#Scope 3DOI
Completing the SME carbon profile: scalable prediction of scope 3 emissions
A. Phillpotts, Anne Owen, J. Norman +4
This paper proposes a scalable method to predict scope 3 emissions for small and medium enterprises (SMEs), aiming to complete their carbon profiles. It addresses data scarcity, enabling comprehensive carbon accounting for SMEs.
📚 Peer-reviewed · JournalFrontiers in Energy Research2026#Scope 3DOI
Unveiling Scope 3 emissions in energy supply chains: a graph neural network approach for missing data imputation and optimization
Zeqi Zhang, Yingjie Li, Danhui Lai +3
This paper addresses Scope 3 emissions accounting in energy supply chains using a physics-informed Leontief-GNN to impute missing firm-level emissions and integrate into a supplier selection framework. It outperforms baselines on a syntheti…
🌍 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 …
📚 Peer-reviewed · JournalCorporate Governance: The International Journal of Business in Society2026#ESGDOI
Evolving sustainability reporting and environmental performance of manufacturing companies: evidence from India
Swati Verma, Rajat Panwar
This study analyzes ESG disclosures under India's BRSR framework for 100 large manufacturing firms. It finds reductions in emission intensity, increased renewable energy use, and adoption of water/waste treatment initiatives, while highligh…
🌍 Global📚 Peer-reviewed · JournalInternational Journal of Law and Societal Studies2026#PolicyDOI
Climate Attribution Litigation: Holding Emitters Accountable
Novera Bhatti
This article develops a theoretical framework for holding major emitters accountable for climate damages by integrating attribution science, tort law, corporate knowledge-deception theory, and governance theory. It identifies four conceptua…
🌍 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…
📚 Peer-reviewed · JournaliScience2026#Energy TransitionDOI
Assessing the consistency of simultaneous tripling of nuclear and renewable energy capacity in Korea: Evidence from the IPCC AR6 scenarios
Jiseok Ahn, Sangyong Park, Son-Hee Kim +2
This study evaluates Korea's COP28 pledges to triple renewable capacity by 2030 and nuclear capacity by 2050 against IPCC AR6 scenarios. It finds that Korea's current electricity plan has a slower fossil fuel phase-out than Paris-aligned pa…
📚 Peer-reviewed · JournalMachine Learning and Knowledge Extraction2026#AI × ESGDOI
Enhancing the Extraction of GHG Emission-Reduction Targets from Sustainability Reports Using Vision Language Models
Lars Wilhelmi, Christian Bruns, Matthias Schumann
This study investigates the use of Vision Language Models (VLMs) to extract ESG metrics, particularly GHG emission-reduction targets, from corporate sustainability reports. Using Design Science Research Methodology, we developed an extracti…
🌍 Global📚 Peer-reviewed · JournalSocial Science Research Network2026#GreenwashingDOI
Corporate greenwashing accusations are selective signals of climate credibility gaps
Elsie Hu, Galina Andreeva, Theodor Cojoianu +1
This study constructs a global dataset linking English-language media accusations of corporate greenwashing from 2017-2022 to firm climate performance. It analyzes how net-zero commitments, SBTi entry, and climate underperformance drive acc…
📚 Peer-reviewed · JournalSocial Science Research Network2026#Climate FinanceDOI
PRICING THE UNKNOWN: EVIDENCE FROM DERIVATIVES MARKETS ON CORPORATE ENVIRONMENTAL TARGETS
D. Prasad
This study examines how derivatives markets in India price uncertainty in corporate environmental targets, using BRSR disclosures, SBTi validation, and India's carbon trading scheme. Credible targets reduce implied volatility skew and varia…
📚 Peer-reviewed · JournalIlgʻor iqtisodiyot va pedagogik texnologiyalar2026#ESGDOI
INTERNATIONAL COMPETITIVENESS EFFECTS OF ESG TRANSPARENCY: A PANEL STUDY OF ASIAN AND EU BANKS
Mashkhurbek Jalalov
This study examines the relationship between ESG disclosure quality and international competitiveness among commercial banks in Central Asia and the EU. Using a novel ESG Disclosure Quality Index (EDQI) and panel regressions on 495 bank-yea…