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 · JournalEuropean Journal of Agronomy2026#Scope 3DOI
Quantifying the carbon footprint of the global rice system: Revealing trade concerns and mitigation opportunities through climate‑smart agriculture
Yinan Chao, Jianling Fan, Bin Wang +4
This study quantifies the carbon footprint of the global rice production and trade system, revealing trade concerns and mitigation opportunities through climate-smart agriculture.
🇨🇳 China📚 Peer-reviewed · JournalEnvironmental Research Letters2026#Scope 3DOI
Carbon footprints of global tourism enterprises: a firm-level MRIO assessment
Qingyu Hao, Jiaoyan Li, Zhenyu Wang +4
This study quantifies carbon footprints of 80 major listed tourism enterprises (2018-2022) using an MRIO framework. Total emissions declined due to COVID-19, but Scope 3 supply-chain emissions exceeded 70% of total. Firm-specific strategies…
🇨🇳 ChinaDatasetZenodo (CERN European Organization for Nuclear Research)2026#Scope 3DOI
Australian Spend-Based Emission Factor dataset (Scope 3 data)
Richard Wood
An Australian spend-based emission factor dataset providing Scope 1, 2, and upstream Scope 3 factors per industry, in kt CO2-e per million AUD. Derived from input-output tables, greenhouse gas accounts, and EXIOBASE, covering 2019-2023 for …
PreprintSSRN2024#Scope 3
Data quality in the spotlight: the impact of heterogeneous corporate carbon footprint models
Jaime Oliver Huidobro, Francesca Lipari, Ignacio Tamarit
This paper addresses data quality challenges in corporate Scope 3 emissions, including information gaps, greenwashing, and low comparability. It proposes a modified EEIO-LCA model following the GHG Protocol to improve estimation accuracy. T…
📚 Peer-reviewed · JournalDiscover Sustainability2026#Scope 3DOI
Optimizing carbon footprint reduction ın supply chains through blockchain enabled transparency and business analytics for high emission industries
Sezai Tunca, Zinnet Karakaş Kelten, Yavuz Selim Balcıoğlu
This paper proposes a framework leveraging blockchain-enabled transparency and business analytics to optimize carbon footprint reduction in supply chains for high-emission industries. It provides methods for visualizing emissions across the…
🌍 Global📚 Peer-reviewed · Journalnpj Climate Action2026#Scope 3DOI
Unearthing heterogeneity in readiness and resistance to sustainable change and carbon footprints in organisations
Thomas Bøker Lund, Mette Weinreich Hansen, Clara G. Bouyssou +2
This paper presents a multilevel framework modeling cognitive and emotional dimensions of readiness and resistance to sustainable changes in organizations. Using multilevel latent class analysis of 62 Danish organizations' workplace lunches…
🇪🇺 Europe📚 Peer-reviewed · JournalInternational Journal of Gynecology & Obstetrics2026#Scope 3DOI
Carbon footprint of single‐use surgical drapes in an Irish gynecology service
Isabel Waters, Ola Løkken Nordrum, Cathy Burke
This paper assesses the carbon footprint of single-use surgical drapes in an Irish gynecology service. It quantifies the environmental impact of disposable medical materials, highlighting the importance of decarbonization in healthcare.
🌍 GlobalDatasetZenodo (CERN European Organization for Nuclear Research)2026#Scope 3DOI
Medicine Carbon Footprint (MCF) Dataset - Active Pharmaceutical Ingredients
Haroon Taylor, Nazneen Rahman
This dataset provides carbon footprint values for the manufacture and formulation of 2,907 active pharmaceutical ingredients (APIs) in kgCO2e per kgAPI, using the peer-reviewed MCF Classifier methodology. It enables pharmaceutical companies…
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Estimation of CO2 Emission Information in Sales Process by Store Characteristics and Item Categories: A Case Study of a Food Supermarket
店舗特性別・品目別販売過程におけるCO<sub>2</sub>排出情報の推算:食品スーパーマーケットの事例
(著者不明)
This paper proposes a method to estimate CO2 emissions in the sales process of a food supermarket, disaggregated by store characteristics and item categories. Through a case study, it derives emission factors per store scale, location, and …
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Beyond Product CO2 Visualization
製品CO<sub>2</sub>見える化その先へ
(著者不明)
This paper discusses the necessary actions after visualizing product CO2 emissions, focusing on how to leverage the data across the supply chain for reduction strategies. It provides practical insights for companies to manage Scope 3 emissi…
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Challenge of LCCO₂ Calculation and Reduction for Semiconductor Manufacturing Equipment
半導体製造装置のLCCO<sub>2</sub>算定・削減への挑戦
(著者不明)
This paper tackles the challenge of calculating and reducing life cycle CO2 (LCCO2) emissions for semiconductor manufacturing equipment. It likely provides methodologies for Scope 3 accounting and reduction strategies within the semiconduct…
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Calculation and Reduction of Greenhouse Gas Emissions in Supply Chains Gaining Attention for '2050 Carbon Neutrality'
「2050年カーボンニュートラル」で注目されるサプライチェーンにおける温室効果ガス排出量の算定と削減
(著者不明)
This paper explains methods for calculating and reducing greenhouse gas emissions across supply chains, focusing on the 2050 carbon neutrality goal. It covers Scope 3 accounting standards, data collection challenges, and collaborative reduc…
📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Net Zero and Scope 3: The Rise of Lifecycle Thinking Including CO₂ Absorption
ネットゼロとスコープ3: CO<sub>2</sub>吸収を含めたライフサイクル思考の高まり
(著者不明)
This paper discusses the importance of Scope 3 emissions in achieving net-zero targets and the growing lifecycle thinking that includes CO2 absorption (carbon removal). It focuses on how companies integrate emission reductions and offsets a…
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
8-3-3 Kogakuin University's SCOPE3 (Session 8-3 Interdisciplinary 2)
8-3-3 工学院大学のSCOPE3(Session 8-3 学融合2)
(著者不明)
This session presents a case study of Scope 3 emissions accounting at Kogakuin University, discussing methods to visualize the entire supply chain GHG footprint of a university and its implications for education and research.
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Considerations on Scope 3 Category 11 Calculation for ICT Solution Services
ICTソリューション・サービスのスコープ3 カテゴリ11算定における考察
(著者不明)
This paper discusses the calculation of Scope 3 Category 11 (use of sold products) for ICT solution services. It proposes practical approaches considering the unique usage patterns and data collection challenges of ICT services.
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Simple Estimation Method of CO2 Emissions by Route for International Maritime Container Logistics
国際海上コンテナ物流を対象とした経路別CO2排出量の簡易算定手法
(著者不明)
This paper proposes a simplified method for calculating CO2 emissions by route in international maritime container logistics. It considers distance, vessel type, and load factor, enabling companies to estimate Scope 3 emissions from freight…
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Scope 3 Case Study at a Printing Company
Scope 3の印刷会社での事例
(著者不明)
This paper presents a case study of Scope 3 emissions accounting at a printing company. It discusses supply chain carbon management, data collection challenges, and specific reduction measures.
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Efforts to Calculate Supply Chain Emissions
サプライチェーン排出量算定の取組み
(著者不明)
This paper explains methods and practices for calculating corporate supply chain (Scope 3) emissions, focusing on challenges and data collection approaches, offering insights for decarbonization management.
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Scope 3 and Organizational LCA
Scope 3と組織のLCA
(著者不明)
This paper explains how to use organizational Life Cycle Assessment (LCA) for Scope 3 (supply chain GHG emissions) calculation. Organizational LCA enables accurate emission capture and reduction strategy development. Includes practical exam…
🇯🇵→🌍 Japan-to-Global🇯🇵 Japan📚 Peer-reviewed · JournalJ-STAGE#Scope 3DOI
Calculation Method for Scope 3 Category 11 (Use of Sold Products)
Scope 3算定におけるカテゴリ11(販売した製品の使用)の算定方法
(著者不明)
This paper explains the calculation method for Scope 3 Category 11 (use of sold products). It organizes emission factors for the use phase and calculation methods based on product usage patterns, highlighting practical challenges and soluti…