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41 to 50 of 210 Results
May 16, 2025
Barahmand Zahir, 2025, "Stepwise supplement: results of rule-based mappings, validations, and indices (CE–SDG Framework)", https://doi.org/10.23642/USN.28919984, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: This supplementary file provides detailed results and documentation of the stepwise development, validation, and analysis process for the rule-based mapping of Circular Economy (CE) indicators to the Sustainable Development Goals (SDGs). It ensures full transparency, reproducibility, and traceability of the framework...
May 16, 2025
Barahmand Zahir, 2025, "Supplementary chapter and frequency data on sustainability-oriented economic models", https://doi.org/10.23642/USN.28919768, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: This supplementary file provides an integrated resource consisting of (1) a descriptive chapter that offers an overview of more than 20 sustainability-oriented economic models, grouped into socially inclusive, technological/innovation-driven, and integrated sustainable development clusters, outlining their core princ...
May 28, 2025
Barahmand Zahir, 2025, "Applying an MCDM method on six green methanol production technologies", https://doi.org/10.23642/USN.26093764, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: Calculation sheet for DEMATEL applied on indicators for green methanol technologies
May 16, 2025
Bansaghi Szava Julia, 2025, "Replication data for: Microbiome of a cruise ship: Analysis of the microbiome found on surfaces and crew members' hands", https://doi.org/10.23642/USN.29063267, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: Extended data for the article with the same title. - Supplementary Table 1 - Information letters and - Consent form
May 16, 2025
Barahmand Zahir, 2025, "Python code for a rule-based NLP model for mapping circular economy indicators to SDGs", https://doi.org/10.23642/USN.28920527, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: The supplementary materials provide detailed support for the rule-based NLP model for classifying Circular Economy (CE) indicators against the Sustainable Development Goals (SDGs). The package includes: The complete Python codebase implementing the classification algorithm A detailed manual outlining model features,...
May 16, 2025
Barahmand Zahir, 2025, "Supplementary material: Detailed temporal analysis of CE–SDG mapping dynamics", https://doi.org/10.23642/USN.28920209, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: This supplementary material provides detailed temporal data on the mapping of 2,700 circular economy (CE) indicators to the 17 Sustainable Development Goals (SDGs), covering the period 2011–2024. It includes year-by-year distributions for each SDG, identification of emergence years based on a defined threshold method...
May 16, 2025
Barahmand Zahir, 2025, "Python code for a stratified random sampling of circular economy indicators", https://doi.org/10.23642/USN.28920620, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: This Python script performs stratified random sampling of 2,713 Circular Economy (CE) indicators based on their SDG classification for expert reviews. It ensures proportional representation by sampling approximately 5% of indicators from each SDG group while guaranteeing at least one sample per SDG when present. Thes...
Mar 20, 2025
Barahmand Zahir, 2025, "Python code for hierarchical cluster analysis of detected R-strategies from rule-based NLP on 500 circular economy definitions", https://doi.org/10.23642/USN.28615652, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: The dataset used in this analysis consists of 500 peer-reviewed circular economy (CE) definitions systematically collected from key academic sources. The definitions were processed using a rule-based NLP model to extract the presence of R-strategies (R0-R9), which operationalize circularity in CE frameworks. Each def...
May 5, 2025
Barahmand Zahir, 2025, "Supplementary materials for systematic sample collection of over 2700 circular economy indicators", https://doi.org/10.23642/USN.26090953, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: Systematic review of over 2700 circular economy indicators. A total of 106 papers were identified from 4 databases (Web of Science, Scopus, ScienceDirect, and PubMed) through PRISMA methodology.
Mar 20, 2025
Barahmand Zahir, 2025, "Python code for rule-based NLP extraction of keywords from circular economy definitions", https://doi.org/10.23642/USN.28615238, DataverseNO, V1
DATASET MIGRATED FROM FIGSHARE: This repository provides Python code and a dataset for a rule-based NLP analysis of 500 peer-reviewed circular economy definitions. The Python script enables automated keyword extraction to identify 10R strategies (R0-R9) and beyond, offering structured insights into CE definitions. ChatGPT 4o is used for optimizatio...
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