Submitted:
17 April 2025
Posted:
18 April 2025
Read the latest preprint version here
Abstract
Keywords:
1. Introduction
- How has the volume and nature of China’s national Open Science policies evolved since 2002?
- What are the primary policy priorities?
- What types of policy tools are most commonly employed?
- How is policy authority distributed among different governmental and institutional actors?
- How are Open Science policies coordinated across multiple entities?
2. Open Science in China: Literature Review
3. Data and Methods
3.1. Data Collection
- National Open Science Policies Database
- Second Bullet; Governmental Policy Documents
- Third Bullet. Legal and Regulatory Database
3.2. Categorization of Policies
- Only official documents from government agencies and scientific funding institutions were included. Policies issued by individual journals or professional societies were excluded.
- The focus was restricted to legal and regulatory documents explicitly addressing open science principles, including open access, data sharing, and infrastructure requirements.
- Supply-oriented policies: These focus on direct support for open science, such as funding, infrastructure, training, and technical standards.
- Demand-oriented policies: These aim to stimulate demand for open science through incentives like subsidies, regulations, and business model innovations.
- Environment-oriented policies: These create a supportive framework for open science through regulations, monitoring, evaluation, and cultural initiatives.
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Model Selection and Setup:
- ○
- The Qwen-plus model was accessed via DashScope, Alibaba Cloud’s AI service.
- ○
- The model was integrated into a Python 3.12 environment using the OpenAI-compatible DashScope SDK.
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Fine-tuning for Policy Classification:
- ○
- The model was incrementally pre-trained with specialized knowledge of open science policy tools.
- ○
- This ensured it could recognize terminology, concepts, and case studies across the 15 subcategories.
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Classification Process:
- ○
- The model processed policy texts and assigned each document to one of the 15 subcategories under supply-oriented, demand-oriented, or environment-oriented policies.
- ○
- Results were manually verified, with 0.26% of cases requiring human correction due to ambiguity.
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Final Data Refinement:
- ○
- Misclassifications (e.g., confusion between funding policies and technology transfer initiatives) were corrected.
- ○
- Non-relevant content was removed.
- ○
- The final normalized dataset contained 25,885 classified policy sentences.
3.3. Hierarchical Classification of Policy-Issuing Entities
- How many policies are issued by each type of institution?
- What is the policy focus of each level of institution?
- Accurate Aggregation: Multiple institutions co-issuing the same policy are counted proportionally, preventing overestimation of policy counts.
- Institutional Strength: The method weights the contributions of higher-level institutions more heavily, based on the number of co-issuing institutions. For example, if a policy involves three Level 4 institutions and one Level 1 institution, each institution’s contribution is counted fractionally based on its level. Consequently, the fractional count for Level 4 is 0.75 and that of Level 1 is 0.25.
- Row clustering groups institutional levels with similar policy focus distributions.
- Column clustering groups policy types that exhibit similar focus distributions across institutional levels.
3.4. Network Analysis of Policies
4. Results and Discussion
4.1. Open Science Policies over the Years
4.2. Structural Imbalances in China‘s Open Science Policy Portfolio
Dominance of Supply-Oriented Tools: A Technocratic Logic
Underdeveloped Demand-Oriented Tools: A Key Weakness
Environmental Tools: Framing Openness Without Mandating It
Implications for the Governance of Open Science in China
4.3. Policy Focus According to the Institutional Strength Level
4.4. Interdepartmental Coordination and Structure of Joint OS Policies
Overload of Core Nodes
Insufficient Participation of Scientific Research Resources and Data Governance Institutions
5. Conclusions
6. Recommendations
7. Limitations and Future Directions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
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| Policy ID | Date of Issue | Issuing Entities | Category | Policy Title |
| C1 | 2002-06 | People’s Congress | Open Science Governance | Law of the People’s Republic of China on the Popularization of Science and Technology |
| C2 | 2002-08 | State Council | Open Science Governance | Guiding Opinions of the National Informatization Leading Group on the Construction of E-Government in China |
| … | … | … | … | … |
| C40 | 2015-01 | State Council | Open Infrastructure | Opinions of the State Council on Opening Major National Scientific Research Infrastructure and Large Scientific Research Instruments to the Public |
| … | … | … | … | … |
| C199 | 2024-10 | Ministry of Industry and Information Technology, Ministry of Finance, National Bureau of Statistics | Open Infrastructure | Overall Construction Plan for New Material Big Data Center |
| Policy ID | Policy Title | Content Analysis Unit | Coding | Category | Subcategory |
| C1 | Law on the Popularization of Science and Technology | Article 10: Governments at all levels shall integrate science popularization into national economic and social development plans. | C1-2-1 | Supply-Oriented | Legal Regulation |
| … | … | … | … | … | … |
| C101 | Measures for the Open Sharing of Duty-Free Imported Scientific Research Instruments and Equipment (Trial) | Article 7: The General Administration of Customs supervises open sharing of scientific research instruments. | C101-2-7 | Environment-Oriented | Monitoring & Evaluation |
| … | … | … | … | … | … |
| C199 | Overall Construction Plan for New Material Big Data Center | Strengthen administrative adjudications on patent infringements and protect material big data intellectual property. | C199-5-6 | Environment-Oriented | Intellectual Property & Privacy Protection |
| Tool Type | Sub-Tool | Explanation |
| Supply-oriented | Education and training | The government implements education and training programs to cultivate open science professionals and ensure talent pool |
| Infrastructure | The government builds and improves infrastructure to provide material support for open science. | |
| Technical standards | Governments formulate and promote technical standards to promote open sharing, such as the FAIR principle | |
| Capital investment | The government has allocated special funds to support open science work | |
| Public services | The government provides basic services such as policy consultation and information sharing to ensure the smooth progress of open science | |
| Environment-oriented | Cultural construction | Cultivate an open and shared scientific culture and encourage scientific research to embrace the concept of openness |
| Legal regulation | Formulate laws and regulations to regulate and supervise open science activities and ensure legitimacy | |
| Intellectual property and privacy protection | Emphasize intellectual property protection, add privacy protection, and balance openness and protection | |
| Monitoring and evaluation | Establish a monitoring and evaluation mechanism to track policy effects and ensure that goals are achieved | |
| Scientific evaluation and reward system | Reform the evaluation system to encourage researchers to participate in open science | |
| Demand-oriented | Advocacy and collaboration | The government initiates initiatives, builds collaboration, and mobilizes social forces to jointly advance policy goals |
| Mandatory opening | The law requires that scientific research results be published and shared on open platforms | |
| Business model innovation | Encourage scientific research and publishing institutions to explore new models of scientific exchange and promote open innovation | |
| Demand-oriented subsidies | Government subsidies reduce open access publishing costs and increase demand for open science | |
| Public procurement | Government procurement of open science-related services to promote open access and data sharing |
| Level | Description | Fractionnal count | Whole count | # Statments |
| 5 | Laws, regulations and guidelines promulgated by the National People’s Congress and its Standing Committee | 2.0 | 2 | 379 |
| 4 | Regulations, rules, opinions, etc. issued by the CPC Central Committee and the State Council | 52.0 | 64 | 7498 |
| 3 | Notices issued by the CPC Central Committee and the State Council; guidance opinions and measures issued by national ministries and commissions, etc. | 63.7 | 173 | 15379 |
| 2 | Notices and announcements from national ministries and commissions | 70.6 | 130 | 6013 |
| 1 | Opinions, methods, notices, etc. from national scientific research institutes and research institutes | 10.8 | 30 | 2139 |
| Total | 199.0 | - | - | |
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