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stan ✉ *Correspondence: Shuangsheng Yan, yss@cpu.edu.cn , yss67n@163.com † These authors share first authorship This article was submitted to Organizational Psychology, a section of the journal Frontiers in Psychology Received 2022 May 4; Accepted 2022 May 23; Collection date 2022. Copyright © 2022 Wang, Zhang, Abdulwa... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.497 | 0.832 | ["innovation"] | 453 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.326942 | [
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urage customers to participate in innovation activities effectively, and improve innovation effectiveness in a better way. The Connotation and Characteristics of Open Innovation The concept of open innovation emphasizes the use of internal and external resources in the process of enterprise innovation and the use of in... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.567 | 0.846 | ["innovation", "crisis", "resume"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.327236 | [
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rces, it is difficult for any organization to play the role of innovation alone. Organizations must cooperate and open their internal innovation resources to each other. The process of open innovation is the process of integrating the internal and external resources of the enterprise. In this process, enterprises shoul... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.467 | 0.854 | ["innovation", "crisis", "economy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.327409 | [
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ovation resources in the open innovation process. The stronger the attraction of collaborative innovation to external institutions. Zhou et al. (2021) believed that under the conditions of open innovation, innovation capabilities can be divided into absorption capability, conversion capability, and diffusion capability... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.578 | 0.83 | ["innovation", "economy", "education"] | 474 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.327516 | [
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to break its boundaries and implement open innovation. The transformation of closed innovation to open innovation is the fundamental transformation of enterprise strategy. By building an open innovation ecosystem and strengthening the organizations’ cooperation, the enterprise can promote the rational flow of innovatio... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.591 | 0.826 | ["innovation", "philosophy", "communication", "economy", "strategy"] | 511 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.327635 | [
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ng, China Find articles by Shuangsheng Yan 5, 6, * , Mohsin Muhammad Mohsin Muhammad 7 School of Finance and Economics, Jiangsu University, Zhenjiang, China Find articles by Mohsin Muhammad 7 Author information Article notes Copyright and License information 1 School of Economics and Management, Southeast University, N... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.539 | 0.852 | ["education", "management", "philosophy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.327776 | [
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e Medicine, Nanjing, China 4 School of Management, Jiangsu University, Zhenjiang, China 5 Marxism School, China Pharmaceutical University, Nanjing, China 6 Business School, China Pharmaceutical University, Nanjing, China 7 School of Finance and Economics, Jiangsu University, Zhenjiang, China Edited by: Muhammad Kaleem ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.525 | 0.83 | ["education", "management"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.327895 | [
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This article has been retracted. Retraction in: Front Psychol. 2025 Aug 7;16:1675298 See also: PMC Retraction Policy Front Psychol . 2022 Jul 7;13:935644. doi: 10.3389/fpsyg.2022.935644 The Construction of Ecosystem and Collaboration Platform for Enterprise Open Innovation Maoxiang Wang Maoxiang Wang 1 School of Econom... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.597 | 0.702 | ["education", "communication", "management", "innovation", "economy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.327994 | [
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1, 2, † , Ruili Zhang Ruili Zhang 3 School of Health and Economics Management, Nanjing University of Chinese Medicine, Nanjing, China Find articles by Ruili Zhang 3, † , Rasheed Abdulwase Rasheed Abdulwase 4 School of Management, Jiangsu University, Zhenjiang, China Find articles by Rasheed Abdulwase 4 , Shuangsheng Ya... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.528 | 0.704 | ["education", "management"] | 511 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.328088 | [
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the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.495 | 0.844 | ["innovation"] | 492 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.328205 | [
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is article has been retracted. See Front Psychol. 2025 Aug 7;16:1675298 . Abstract In the era of the knowledge economy that is filled with intense competition, formal closed innovation can no longer meet the market demand. The enterprise needs to implement open innovation involving external resources. The concept of op... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.394 | 0.858 | ["innovation", "economy", "education", "philosophy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.328328 | [
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xternal markets to promote the commercial application of innovation achievements. With the rapid development of Internet technology, enterprises must build an open innovation ecosystem of benefits-sharing, identify, connect, and utilize external innovation resources, and be committed to creating an open innovation ecos... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.487 | 0.826 | ["innovation", "salary", "networking", "resume"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.328428 | [
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bers, eliminating heterogeneous barriers between enterprises and their partners, and enhancing their cooperative innovation ability with external organizations. It is also necessary to build a collaborative innovation platform convenient for the release and acquisition of innovation information, the collection of custo... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.422 | 0.842 | ["innovation", "philosophy", "economy"] | 511 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.328536 | [
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resources to the innovation platform, realize the maximum effect of resource aggregation, and promote customer demand-oriented new product development. Through building an open innovation ecosystem and a collaboration platform, it is helpful for enterprises to seek all kinds of technical and resource support, enhance t... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.583 | 0.83 | ["innovation", "philosophy", "communication", "economy", "rhetoric"] | 483 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.328656 | [
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o-creation and win-win cooperation with partners. Keywords: open innovation, ecosystem, collaboration platform, user-collaborative innovation, commercialization Introduction In the era of fierce competition in the knowledge economy, enterprises cannot meet the market demand only by relying on the traditional closed inn... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.6 | 0.826 | ["innovation", "economy", "education", "communication", "philosophy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.328779 | [
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entiated knowledge, and seeking collaborative innovation with external organizations, enterprises will be able to quickly respond to market demand and maximize commercial profits. The first proposed the concept of “open innovation” from the enterprise level and defined it as “the purposeful inflow and outflow of knowle... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.61 | 0.822 | ["innovation", "education", "resume", "economy"] | 428 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.328964 | [
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application market of innovation.” Çubukcu et al. (2021) believed that open innovation emphasizes the connection and integration of multidisciplinary knowledge inside and outside the organization. The more forthcoming the innovation process is the more information, knowledge, technology, and innovation-related intangib... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.588 | 0.81 | ["innovation", "education", "philosophy", "networking", "resume"] | 444 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.329062 | [
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improve the enterprise’s innovation performance. Gusmeroli (2012) pointed out that open innovation broadens the ways, opportunities, and capabilities of the organization’s policy-making, increasing the innovation revenue significantly. As early as the beginning of this century, many enterprises in European and American... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.568 | 0.81 | ["innovation", "education", "philosophy"] | 418 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.329156 | [
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ation modes and have achieved commercial success. The success of globally excellent innovative enterprises, such as P&G, 3M, and Intel, is all related to the open innovation strategy with openness, cooperation, and sharing. Denhere (2016) pointed out that the development tendency of technological innovation in the twen... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.393 | 0.84 | ["innovation", "strategy"] | 505 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.329262 | [
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tions for enterprises to realize open innovation. pointed out that open innovation will bring a series of thinking reforms and social issues. Through the analysis of multiple cases, Risfandhani (2016) found that enterprises must successfully implement open innovation and build a network system of the collaborative inve... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.484 | 0.85 | ["innovation", "networking", "economy", "social_justice", "education"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.329377 | [
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urces, are separated in space and organization, and enterprises should build a strong innovation network to integrate and apply them. At the same time, enterprises must build a collaboration platform to promote the opening-up and sharing of resources between enterprises and relevant partners. In this way, enterprises c... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9301481/ | The Construction of Ecosystem and Collaboration Platform for ... - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.48 | 0.842 | ["innovation", "communication", "networking", "economy", "philosophy"] | 512 | Building External Networks Ecosystems | topic | 2026-04-15T08:30:32.329449 | [
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End of preview. Expand in Data Studio
Building External Networks Ecosystems — Theory
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 160 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_Theory")
# 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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