This page provides an English interface to the gxceed GX paper corpus. The corpus aggregates papers from 14 contributing 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.
Showing 1–20 of 439 papers
Chibuike Chiedozie Ibebuchi, Itohan‐Osa Abu
This study develops an equity-aware multi-objective optimization framework for allocating nature-based flood mitigation (tree planting, wetland restoration) under budget and capacity constraints. In two Maryland counties, moderate vulnerabi…
Wisaeng K, Zheng H
Using World Bank and OWID data for 111 countries (2001–2022), the study tests whether a Climate Transition Risk Index predicts a Global Financial Vulnerability Index. Fixed-effects estimates show only marginal significance (β=0.228, p=0.094…
Noor Raida Binti Abd Rahman, Maslinawati Mohamad, H. S. Nahar +1
Content analysis of 28 listed Malaysian energy firms' 2019-2024 reports using the CCRASI framework (64 indicators, 4 dimensions). Average resilience scored 44.85%, rising ~175% from 25.06% (2019) to 68.86% (2024). Governance/stakeholder eng…
Yesmine Khlif, Jamel Chouaibi
Using a 2020–2024 panel of 315 high-emission firms across 17 countries, this study finds carbon risk reduces conditional accounting conservatism, and that adoption of the financial materiality (FM) principle amplifies this negative relation…
Alejandro Betancourt-Odio, Marlene Fonseca, Santiago Budría
Using Australian HILDA panel data (2009-2021) and individual fixed-effects models, this study links direct exposure to weather-related disasters with higher out-of-pocket pharmaceutical spending. The association concentrates among those wit…
F. Bourgey, E. Gobet, Y. Jiao
This work proposes an efficient methodology using Shared Socioeconomic Pathways (SSP) scenarios to assess climate risks across a large credit portfolio. It offers a practical framework for financial institutions to estimate scenario-based c…
M. Sidky, U. Issa, M. Hassan +1
This study assesses climate risk impacts on wastewater treatment plants (WWTPs) using expert assessment and energy analysis. Experts identified aeration and disinfection/sludge treatment as most vulnerable to rising temperatures and increas…
Uglješa Stankov, Miroslav D. Vujičić, Biljana Basarin +5
This study examines how climate services are integrated into life cycle sustainability assessment (LCSA) via a Scopus review of 26 studies and analysis of 69 LinkedIn profiles of life-cycle service organizations. It finds a strong emphasis …
Giulia Pierotti, Costanza Guarducci, Filippo Landi +3
This study proposes a multi-criteria framework combining extreme value theory, performance indicators, Shannon entropy, three MCDM methods, and Shapley-value game theory to evaluate climate-model performance and derive an adaptive factor of…
Anqi Li, Jidong Wu, Youtian Yang +1
A study analyzing compound 'clean energy drought' risk in China, where weather-driven drought conditions simultaneously reduce output from renewable sources such as hydro, wind, and solar. Though the abstract is unavailable, the work appear…
Dennis Ndashiru Audu, Hosea M. Mwangi, John Mwangi
Using HEC-RAS, this study compares grey infrastructure, nature-based solutions (NbS), and a hybrid strategy for flood management in the Nairobi River Catchment. NbS cut peak discharge 37–75% and delayed peak flow ~1 hour; grey infrastructur…
Muhamet Ahmeti, Bard Bajçinovci
Integrating meteorological records, building audits, insurance claims, and expert interviews, this study quantifies climate vulnerability in Kosovo's construction sector. It finds +2.8°C warming, 63% more extreme precipitation, 25–30% reduc…
Chun-Han Lo, Shih‐Chun Hsiao
A modelling study assessing how wetland restoration as a nature-based solution reduces coastal flood risk on Taiwan's Changhua Coast under climate change. It quantifies adaptation benefits of NbS, informing coastal resilience and adaptation…
Ying-Si Li, Yu-Hao Cui, Xiang-Xu Chang
Using annual report texts and financials for Chinese A-share firms (2007–2024), this paper estimates how different types of climate risk disclosure are priced into Tobin's Q. Higher overall disclosure is associated with lower valuation, but…
Bong-gyu Lee, K. Choo, Seungcheol Choi +1
Builds a nationwide 100 m flood susceptibility map for South Korea and compares CatBoost, XGBoost, and a patch-based CNN under identical inputs and spatial partitioning. Busan is fully held out as a geographic external test set; ROC-AUC is …
Khaled Ghozzi, Hamza Nizar, F. Lakhal +1
Using 10,834 firm-year observations across 42 countries (2010–2024), this study tests whether country-level climate risk raises corporate carbon emissions. Firms exposed to climate risk emit more, consistent with a resource-constraint view.…
Ijaz Younis, Kun Su, M. Omair Ahmad +2
Using quantile-on-quantile regression, Granger causality, and wavelet quantile correlation on Chinese data from 2010–2022, this study examines how geopolitical risk, economic policy uncertainty, and trade policy uncertainty affect corporate…
Amirhossein Aminimehr, Peter Hellinckx, Hossein Tabari
Using CMIP6 multi-model simulations, this study assesses global renewable energy droughts (REDs)—simultaneous low wind and solar output—at 1.5°C, 2.0°C and 3.0°C warming levels, capturing the compound dependence between wind and solar. REDs…
Sibel Barın Özkan
This study integrates machine learning, explainable AI (SHAP), and graph neural networks to predict carbon footprints across 27 European countries (2015-2023). Tree-based models, especially LightGBM, outperformed linear approaches, while SH…
Ameena El Zeiny, Samah Elkhateeb, Wesam M. Elbardisy
Using ENVI-met 5.9.0, seven nature-based solution scenarios (tree canopy, grass, green roof, water) were compared over 24 summer hours in a road-widened corridor in Zahraa El Maadi, Cairo. Greater tree canopy lowered pedestrian-level air te…
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