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Nat Sustain . Author manuscript; available in PMC: 2022 Mar 24. Published in final edited form as: Nat Sustain. 2019 Jul 1;2(7):551–559. doi: 10.1038/s41893-019-0308-0 Improving network approaches to the study of complex social-ecological interdependencies Ö Bodin Ö Bodin 1 Stockholm University, Stockholm Resilience Ce... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.618 | 0.846 | ["education", "networking", "philosophy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.008893 | [
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rsity of Maryland, Annapolis, MD 21401, USA Find articles by SM Alexander 2 , J Baggio J Baggio 3 Department of Political Science and Sustainable Coastal Systems Cluster, National Center for Integrated Coastal Research, University of Central Florida, Orlando, 32816, USA Find articles by J Baggio 3 , ML Barnes ML Barnes... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.531 | 0.718 | ["education"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.009144 | [
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ML Barnes 4 , R Berardo R Berardo 5 School of Environment and Natural Resources, The Ohio State University, Columbus, OH 43210, USA Find articles by R Berardo 5 , GS Cumming GS Cumming 4 Australian Research Council Centre of Excellence for Coral Reef Studies, James Cook University, Townsville 4811, Australia Find artic... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.523 | 0.698 | ["education"] | 445 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.009299 | [
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Mancilla-Garcia M Mancilla-Garcia 1 Stockholm University, Stockholm Resilience Centre, 10691 Stockholm, Sweden Find articles by M Mancilla-Garcia 1 , A Guerrero A Guerrero 10 School of Biological Sciences, The University of Queensland, Brisbane 4067, Australia 11 ARC Centre of Excellence for Environmental Decisions, Th... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.54 | 0.694 | ["education", "decision_making"] | 511 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.009428 | [
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lm Resilience Centre, 10691 Stockholm, Sweden Find articles by J Hileman 1 , K Ingold K Ingold 8 Department of Environmental Social Sciences, Eawag, 8600 Dübendorf, Switzerland 9 Institute of Political Science, University of Bern, 3012 Bern, Switzerland 12 Oeschger Centre for Climate Change Research, University of Bern... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.551 | 0.71 | ["education", "philosophy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.009486 | [
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n J Pittman 15 School of Planning, University of Waterloo, 200 University Ave W, Waterloo, ON N2L 3G1, Canada Find articles by J Pittman 15 , G Robins G Robins 16 Melbourne School of Psychological Sciences, The University of Melbourne, Australia; Faculty of Business and Law, Swinburne University, Melbourne, Australia. ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.539 | 0.86 | ["education", "strategy", "governance"] | 511 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.009626 | [
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nd Development, National Health and Environmental Effects Research Laboratory, Atlantic Ecology Division, Narragansett, Rhode Island, USA Find articles by J Sayles 17 Author information Copyright and License information 1 Stockholm University, Stockholm Resilience Centre, 10691 Stockholm, Sweden 2 National Socio-Enviro... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.556 | 0.68 | ["education", "philosophy", "strategy", "economy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.009684 | [
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sions, The University of Queensland, Brisbane 4067, Australia 12 Oeschger Centre for Climate Change Research, University of Bern, 3012 Bern, Switzerland 13 The University of Sydney, Faculty of Engineering and Information Technologies, 2006 New South Wales, Australia 14 Department of Government, and Center for Natural H... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.535 | 0.698 | ["education", "strategy", "governance", "philosophy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.009861 | [
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e W, Waterloo, ON N2L 3G1, Canada 16 Melbourne School of Psychological Sciences, The University of Melbourne, Australia; Faculty of Business and Law, Swinburne University, Melbourne, Australia. 17 ORISE Fellow Appointed with the U.S. Environmental Protection Agency, Office of Research and Development, National Health a... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.53 | 0.818 | ["education", "strategy", "governance", "economy"] | 450 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.009933 | [
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sett, Rhode Island, USA Author contributions Ö.B. designed and performed the research, led the collaborative work and the writing of the paper. All other authors contributed to the research, the analyses and the writing based on their specific expertise. * corresponding author: orjan.bodin@su.se PMC Copyright notice PM... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.561 | 0.84 | ["economy", "philosophy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.009985 | [
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fective, sustainable environmental governance requires a better understanding of the causes and consequences of the complex patterns of interdependencies connecting people and ecosystems within and across scales. Network approaches for conceptualizing and analyzing these interdependencies offer one promising solution. ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.639 | 0.842 | ["networking", "education"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.010035 | [
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l aims of any given network-centric study of social-ecological interdependencies; (ii) unifying research design considerations that facilitate conceptualizing exactly what is interdependent, through what types of relationships, and in relation to what kinds of environmental problems. The latter builds on the appreciati... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.596 | 0.814 | ["networking", "crisis", "education"] | 421 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.010089 | [
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of core challenges that re-occur across contexts. We demonstrate how these advances combine into a comparative heuristic that facilitates leveraging case-specific findings of social-ecological interdependencies to generalizable, yet context-sensitive, theories based on explicit assumptions of causal relationships. Intr... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.417 | 0.808 | ["crisis", "networking"] | 451 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.010160 | [
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patterns of social- ecological interdependencies. Social-ecological interdependencies are characterized by unidirectional or bidirectional relationships within and between people and nature. These relationships create mutual dependence, where actions and outcomes in one component of a social- ecological system can lead... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.389 | 0.83 | ["networking", "philosophy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.010223 | [
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country can, through far-reaching social-ecological interdependencies, lead to deforestation in another country 2 . The ways in which people and ecosystems currently interact are many, including extraction and trade of natural resources, various land uses, and the maintenance and utilization of local to global ecosyste... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.437 | 0.836 | ["economy"] | 511 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.010278 | [
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ration ensure that social-ecological interdependencies will continue to increase at scales ranging from local to global 1 , 3 , 4 . The crucial importance of such interdependencies in understanding causes, consequences, and possible solutions to environmental problems has long been recognized within the interdisciplina... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.58 | 0.84 | [] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.010322 | [
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complex patterns of social and ecological interdependencies has been limited. The boundaries of scientific disciplines often define which interdependencies are taken into account; hence, either social or ecological interdependencies tend to be over-simplified, or even disregarded 8 , 9 . Network approaches, i.e. a pers... | https://pmc.ncbi.nlm.nih.gov/articles/PMC8943905/ | Improving network approaches to the study of complex social ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.453 | 0.856 | ["networking"] | 511 | Building External Networks Ecosystems | topic | 2026-04-15T08:09:29.010375 | [
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End of preview. Expand in Data Studio
Building External Networks Ecosystems — Practical
This corpus was automatically generated by the Deku Corpus Builder for use in RAG-based AI applications.
Dataset Structure
Each record contains:
text: The content textsource_url: Original source URLsource_title: Title of the source documentsource_domain: Domain of the sourcelicense_type: License classification (e.g.public_domain,cc_by,cc_by_sa)attribution_required: Boolean — True for CC BY / CC BY-SA and other attribution-required licensesattribution_text: Formatted Creative Commons attribution string (empty if not required)license_url: URL to the CC license deed (empty if not required)relevance_score: Relevance to the subject (0-1)quality_score: Content quality score (0-1)topics: JSON array of detected topicscharacter_count: Length of the textsubject_name: The subject this content relates tosubject_type: "personality" or "topic"extraction_date: When the content was extractedembedding: Pre-computed 384-dimensional embedding vector
Attribution
0 of 821 chunks in this corpus require attribution under their source license.
When building lessons from these chunks, the attribution_text field must be surfaced
in the lesson output per the Legend Leadership Attribution Tracking Spec.
Usage
from datasets import load_dataset
dataset = load_dataset("PhillyMac/Building_External_Networks_Ecosystems_Practical")
# Access attribution-required chunks
for item in dataset["train"]:
if item["attribution_required"]:
print(item["attribution_text"])
Integration with RAG
This dataset is designed to be integrated with existing embedded corpuses. The embeddings use the sentence-transformers/all-MiniLM-L6-v2 model, compatible with FAISS indexing.
License
Content is sourced from public domain and Creative Commons licensed materials.
See individual license_type fields for per-chunk licensing details.
Generated By
Deku Corpus Builder - An automated corpus building system for AI applications.
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