Technology-Driven Open and Trustworthy Publishing: A Study on the International Trends in STM Journal Publishing in 2024
XU Lifang,LUO Ting,TIAN Zhengzheng,ZHANG Di
Institute of Digital Publishing, Wuhan University; Department of Publishing Science, School of Information Management, Wuhan University, 430072, Wuhan, China
徐丽芳,罗婷,田峥峥,张蒂. 技术驱动的开放与可信出版:2024年海外科技期刊出版动态研究[J]. 科技与出版, 2025, 44(3): 35-54.
XU Lifang,LUO Ting,TIAN Zhengzheng,ZHANG Di. Technology-Driven Open and Trustworthy Publishing: A Study on the International Trends in STM Journal Publishing in 2024. Science-Technology & Publication, 2025, 44(3): 35-54.
European Union. Total Number of Datasets[EB/OL].(2025-01-01)[2025-01-28]. https://data.europa.eu/catalogue-statistics/evolution?locale=en.
30
GREENACRE M. European parliament seeks harmonised approach to health data sharing[EB/OL].(2024-01-09)[2025-01-28]. https://sciencebusiness.net/news/data/european-parliament-seeks-harmonised-approach-health-data-sharing.
31
FRANCICA E. EU reaches agreement shared health data space to boost research[EB/OL].(2024-03-19)[2025-01-28]. https://sciencebusiness.net/news/data/eu-reaches-agreement-shared-health-data-space-boost-research.
32
European Union. Embracing open standards for open data:The ecosystem of interoperability across Europe[EB/OL].(2024-06-07)[2025-01-28]. https://data.europa.eu/en/news-events/news/embracing-open-standards-open-data-ecosystem-interoperability-across-europe.
33
NIH. NIH issues new policy to speed access to agency-funded research results[EB/OL].(2024-12-17)[2025-01-28]. https://www.nih.gov/about-nih/who-we-are/nih-director/statements/nih-issues-new-policy-speed-access-agency-funded-research-results.
34
HINCHLIFFE L J. Gates Open Access Policy refresh increases compliance burden and eliminates financial support[EB/OL].(2024-04-15)[2025-01-28]. https://scholarlykitchen.sspnet.org/2024/04/15/gates-2025-open-access-policy/.
35
Bill & Melinda Gates Foundation. 2025 Open Access Policy[EB/OL].(2024-04-07)[2025-01-28]. https://openaccess.gatesfoundation.org/open-access-policy/2025-open-access-policy/.
36
BMJ. Mandatory data and code sharing for research published by The BMJ[EB/OL].(2024-03-05)[2025-01-28]. https://www.bmj.com/content/384/bmj.q324.
37
BMJ. A commitment to act on data sharing[EB/OL].(2023-07-13)[2025-01-28].https://www.bmj.com/content/382/bmj.p1609/rr-3.
38
联合国教科文组织. 开放科学建议书[R]. 巴黎:联合国教育、科学及文化组织,2022:9.
39
Springer Nature. Springer Nature announces unified open code policy to better support open research practices[EB/OL].(2024-02-29)[2025-01-28]. https://group.springernature.com/cn/group/media/press-releases/unified-code-sharing-policy-promoting-open-science/26789930.
1
STM Publishing News. Researchers from over 3700 global institutions now supported by Springer Nature Transformative Agreements[EB/OL].(2024-05-08)[2025-01-16]. http://www.stm-publishing.com/researchers-from-over-3700-global-institutions-now-supported-by-springer-nature-transformative-agreements/.
2
Taylor & Francis news. Unicamp and Taylor & Francis sign the University’s First Transformative Agreement[EB/OL].(2024-05-15)[2025-01-16]. https://newsroom.taylorandfrancisgroup.com/unicamp-and-taylor-and-francis-transformative-agreement/.
3
Taylor & Francis news. Taylor & Francis announces open access collective funding pilot[EB/OL].(2024-11-12)[2025-01-16]. https://newsroom.taylorandfrancisgroup.com/collective-pathway-to-open-publishing/.
4
Wiley. Jisc,UK institutions and Wiley renew open access agreement[EB/OL].(2024-02-22)[2025-01-16]. https://newsroom.wiley.com/press-releases/press-release-details/2024/Jisc-UK-institutions-and-Wiley-renew-open-access-agreement-/default.aspx.
5
Couperin. Signature of a global reading and publishing agreement with the publisher Elsevier[EB/OL].(2024-04-30)[2025-01-16]. https://www.couperin.org/wp-content/uploads/2024/04/ELS2024_04_30-Communique-de-presse_AccordElsevier2024-VENG.pdf.
6
Zenodo. A review of transitional agreements in the UK[EB/OL].(2024-03-07)[2025-01-17]. https://zenodo.org/records/10787392.
7
PATTINSON D,CURRIE G. Designer Science:Why big brand journals harm research[EB/OL].(2024-07-09)[2025-01-17]. https://blogs.lse.ac.uk/impactofsocialsciences/2024/07/09/designer-science-why-big-brand-journals-harm-research/.
8
JOHNSON R , MALCOLMSON E . You don’t know what you’ve got till it’s gone:The changing landscape of UK learned society publishing[J]. Insights, 2024 (1): 16.
9
SCHONFELD R C,RIEGER O Y,BERGSTROM T. The Second Digital Transformation[EB/OL].(2024-01-29)[2025-01-17]. https://scholarlykitchen.sspnet.org/2024/01/29/the-second-digital-transformation/.
Nature. India pushes bold‘one nation,one subscription’journal-access plan[EB/OL].(2020-09-30)[2025-01-19]. https://www.nature.com/articles/d41586-020-02708-4.
14
PMINDIA. Cabinet approves One Nation One Subscription(ONOS)[EB/OL].(2024-11-25)[2025-01-19]. https://www.pmindia.gov.in/en/news_updates/cabinet-approves-one-nation-one-subscription-onos/.
15
PIB India. Press Conference on‘One Nation One Subscription’(ONOS)?[EB/OL].(2024-12-10)[2025-01-19]. https://www.youtube.com/watch?v= OwPhBngJkgk.
16
MADHAN M. India’s One Nation One Subscription deal enriches publishers and benefits few[EB/OL].(2024-12-05)[2025-01-20]. https://blogs.lse.ac.uk/impactofsocialsciences/2024/12/05/indias-one-nation-one-subscription-deal-enriches-publishers-and-benefits-few/.
17
ANDERSON R,HINCHLIFFE L J. Chatting at the Kitchen Table about India’s ONOS Deal[EB/OL].(2024-12-10)[2025-01-20]. https://scholarlykitchen.sspnet.org/2024/12/10/chatting-at-the-kitchen-table-about-indias-onos-deal/.
18
GRANT P,CASCI T,CONWAY S. Open excess:Remove open access burden from REF[EB/OL].(2024-06-11)[2025-01-20]. https://www.hepi.ac.uk/2024/06/11/open-excess-remove-open-access-burden-from-ref/.
19
OA Dashboard 2024. Uptake of Open Access(OA)[EB/OL]. [2025-01-20]. https://stm-assoc.org/oa-dashboard/oa-dashboard-2024/uptake-of-open-access/.
20
The Gates Foundation. 2025 Open Access Policy[EB/OL]. [2025-01-22]. https://openaccess.gatesfoundation.org/open-access-policy/2025-open-access-policy/.
21
cOAlition S.“Towards Responsible Publishing”:Findings from a global stakeholder consultation[EB/OL].(2024-07-03)[2025-01-22]. https://doi.org/10.5281/zenodo.11243942.
VENKITACHALAM K K. Upholding the integrity of open science[EB/OL].(2024-10-23)[2025-01-23]. https://scholarlykitchen.sspnet.org/2024/10/23/guest-post-upholding-the-integrity-of-open-science/.
24
F1000. Gates Foundation Collaborates with F1000 to launch verified preprint platform[EB/OL].(2024-04-04)[2025-01-22]. https://www.f1000.com/verixiv/.
SEVER R. Is the Bill and Melinda Gates Foundation’s new OA policy the start of a shift towards preprints? [EB/OL].(2024-04-09)[2025-01-22]. https://blogs.lse.ac.uk/impactofsocialsciences/2024/04/09/is-the-bill-and-melinda-gates-foundations-new-oa-policy-the-start-of-a-shift-towards-preprints/.
27
AVISSAR-WHITING M , BELLIARD F , BERTOZZI S M , et al. Recommendations for accelerating open preprint peer review to improve the culture of science[J]. PLoS Biology, 2024 (2): e3002502.
40
Digital Science. New report suggests open data on edge of becoming a recognized global standard for scholarly output[EB/OL].(2024-12-02)[2025-01-28]. https://www.digital-science.com/news/state-of-open-data-2024-special-report/.
41
OECD. OECD data,publications and analysis become freely accessible[EB/OL].(2024-07-04)[2025-01-28]. https://www.oecd.org/en/about/news/press-releases/2024/07/oecd-data-publications-and-analysis-become-freely-accessible.html.
42
Biodiversity Heritage Library. Biodiversity Heritage Library Datasets now openly accessible on the Amazon Web Services Cloud[EB/OL].(2024-11-27)[2025-01-28]. https://blog.biodiversitylibrary.org/2024/11/bhl-datasets-now-openly-accessible-on-aws-cloud.html.
43
IOP Publishing. IOP Publishing Study:Navigating barriers to sharing data publicly[EB/OL].(2024-10-21)[2025-01-28]. https://www.niso.org/niso-io/2024/10/iop-publishing-study-navigating-barriers-sharing-data-publicly.
44
KIM S. Introduction to PIDs:What they are and how to use them[EB/OL].(2023-04-13)[2025-01-28]. https://becker.wustl.edu/news/introduction-to-pids-what-they-are-and-how-to-use-them/.
45
NIH. NIH Plan to increase findability and transparency of research results through the use of metadata and persistent identifiers[EB/OL].(2024-12-16)[2025-01-28]. https://osp.od.nih.gov/wp-content/uploads/2024/12/Metadata_PIDs.12.16.2024_PDF.pdf.
46
OASPA. Implementing a data policy:A how-to guide for publishers[EB/OL].(2024-01-29)[2025-01-28]. https://www.oaspa.org/resources/implementing-a-data-policy-a-how-to-guide-for-publishers/.
47
STANLEY A. The Royal Society and DataSeer sign agreement for Open Data Checks[EB/OL].(2024-03-14)[2025-01-28]. https://dataseer.ai/2024/03/14/the-royal-society-and-dataseer-ai-sign-agreement/.
48
Taylor & Francis. Taylor & Francis and DataSeer to collaborate in Data-sharing Compliance Checks and Open Science Metrics Pilots[EB/OL].(2024-10-14)[2025-01-28]. https://newsroom.taylorandfrancisgroup.com/taylor-and-francis-and-dataseer-to-collaborate-in-open-research-pilots/.
49
NIH. NIH Data Sharing Index(S-index)Challenge[EB/OL].(2024-09-13)[2025-01-28]. https://www.nei.nih.gov/about/news-and-events/news/nei-launches-challenge-promote-data-sharing.
50
Max Planck Digital Library. The Max Planck decentralized science initiative:DeSci connect[EB/OL].(2024-11-27)[2025-01-28]. http://www.stm-publishing.com/mpdl-launches-the-max-planck-decentralized-science-initiative-desci-connect/.
51
MRC. MRC data management plan template[EB/OL].(2024-04-01)[2025-01-28]. https://www.ukri.org/publications/data-management-plan-template/.
52
CMS. Research data request & access policy changes feedback opportunity[EB/OL].(2025-01-22)[2025-01-28]. https://www.cms.gov/data-research/files-order/data-disclosures-and-data-use-agreements-duas/research-data-request-access-policy-changes-feedback-opportunity.
53
NIH. Implementation update for data management and access practices under the Genomic Data Sharing Policy[EB/OL].(2024-07-25)[2025-01-28]. https://grants.nih.gov/grants/guide/notice-files/NOT-OD-24-157.html.
54
European Commission. Online webinar“Good practices and resources to improve the utility of research data in regulatory assessments”[EB/OL].(2024-01-31)[2025-01-28]. https://joint-research-centre.ec.europa.eu/events/online-webinar-good-practices-and-resources-improve-utility-research-data-regulatory-assessments-2024-01-31_en.
55
Elsevier. Unlocking the power of research data:Penn State’s path to innovation[EB/OL].(2024-10-30)[2025-01-28]. https://webinars.elsevier.com/elsevier/Unlocking-the-power-of-research-data-Penn-State-s-path-to-innovation.
56
Springer Nature. Springer Nature creates role of Chief Digital Officer to further drive AI and digital transformation for research community[EB/OL].(2024-10-24)[2025-01-12]. https://group.springernature.com/gp/group/media/press-releases/saskia-steinacker-joins-as-new-chief-digital-officer/27706780.
57
CARPENTER T A. Wiley leans into AI. The community should lean with them[EB/OL].(2024-10-31)[2025-01-12]. https://scholarlykitchen.sspnet.org/2024/10/31/wileys-josh-jarret-interview-about-impact-of-ai/.
Taylor & Francis. Innovative open research publisher PeerJ joins Taylor & Francis[EB/OL].(2024-03-08)[2025-01-12]. https://newsroom.taylorandfrancisgroup.com/peerj-joins-taylor-and-francis/.
61
STM Publishing. Sage acquires the scientific and medical publisher Mary Ann Liebert,Inc.[EB/OL].(2024-12-16)[2025-01-12]. https://www.stm-publishing.com/sage-acquires-the-scientific-and-medical-publisher-mary-ann-liebert-inc/.
62
Springer Nature. Springer Nature delivered continued growth in the first nine months of 2024 and confirms full-year guidance[EB/OL].(2024-11-19)[2025-01-12]. https://group.springernature.com/gp/group/media/press-releases/financialresults-9m2024/27717598.
63
Ithaka S+R. Generative AI Licensing Agreement Tracker[EB/OL].(2024-10-30)[2025-01-13]. https://sr.ithaka.org/our-work/generative-ai-licensing-agreement-tracker/.
64
KWON D. Publishers are selling papers to train AIs:And making millions of dollars[EB/OL].(2024-12-09)[2025-01-13]. https://www.nature.com/articles/d41586-024-04018-5.
65
CARPENTER T A. Ensuring attribution is critical when licensing content to AI developers[EB/OL].(2024-09-04)[2025-01-13]. https://scholarlykitchen.sspnet.org/2024/09/04/make-attribution-mandatory-in-ai-licensing/.
66
CCC. CCC Launches Collective AI License[EB/OL].(2024-07-25)[2025-01-13]. https://www.copyright.com/blog/ccc-launches-collective-ai-license/.
67
GIBNEY E. Has your paper been used to train an AI model?Almost certainly[EB/OL].(2024-08-14)[2025-01-14]. https://www.nature.com/articles/d41586-024-02599-9.
68
Elsevier. The‘Insights 2024:Attitudes toward AI’report reveals researchers and clinicians believe in AI’s potential but demand transparency in order to trust tools[EB/OL].(2024-07-09)[2025-01-14]. https://www.elsevier.com/about/press-releases/the-insights-2024-attitudes-toward-ai-report-reveals-researchers-and-clinicians-believe-in-ai-potential-but-demand-transparency-in-order-to-trust-tools.
69
Elsevier. Launch of Scopus AI to help researchers navigate the world of research[EB/OL].(2024-01-16)[2025-01-14]. https://www.elsevier.com/about/press-releases/launch-of-scopus-ai-to-help-researchers-navigate-the-world-of-research.
Wiley. Wiley launches new partnership innovation program to deliver AI advantages for researchers and practitioners[EB/OL].(2024-10-17)[2025-01-14]. https://newsroom.wiley.com/press-releases/press-release-details/2024/Wiley-Launches-New-Partnership-Innovation-Program-to-Deliver-AI-Advantages-for-Researchers-and-Practitioners/default.aspx.
72
Springer Nature. Springer Nature unveils two new AI tools to protect research integrity[EB/OL].(2024-06-12)[2025-01-15]. https://group.springernature.com/gp/group/media/press-releases/new-research-integrity-tools-using-ai/27200740.
73
Research Information. Review in the age of generative AI[EB/OL].(2024-08-05)[2025-01-15]. https://www.researchinformation.info/analysis-opinion/review-age-generative-ai/.
74
Research Information. AI in research and publishing workflows:A new paradigm[EB/OL].(2024-09-09)[2025-01-15]. https://www.researchinformation.info/analysis-opinion/ai-research-and-publishing-workflows-new-paradigm/.
75
RetractionWatch. Up to one in seven submissions to hundreds of Wiley journals flagged by new paper mill tool. [EB/OL].(2024-03-14)[2025-01-15]. https://retractionwatch.com/2024/03/14/up-to-one-in-seven-of-submissions-to-hundreds-of-wiley-journals-show-signs-of-paper-mill-activity/.
76
BERGSTROM T,RUEDIGER D. A Third Transformation?Generative AI and scholarly publishing[EB/OL].(2024-10-30)[2025-01-15]. https://sr.ithaka.org/publications/a-third-transformation/.
77
ORANSKY I. Evolution journal editors resign en masse to protest Elsevier changes[EB/OL].(2024-12-27)[2025-01-16]. https://retractionwatch.com/2024/12/27/evolution-journal-editors-resign-en-masse-to-protest-elsevier-changes/.
78
Elsevier. Elsevier and Iktos partner to deliver an AI-driven synthetic chemistry platform for drug discovery[EB/OL].(2024-03-05)[2025-01-16]. https://www.elsevier.com/about/press-releases/elsevier-and-iktos-partner-to-deliver-an-ai-driven-synthetic-chemistry.
Elsevier. Elsevier Health launches ClinicalKey AI,the most advanced Gen AI-powered clinical decision support tool for clinicians[EB/OL].(2024-02-29)[2025-01-17]. https://www.elsevier.com/about/press-releases/elsevier-health-launches-clinicalkey-ai-the-most-advanced-gen-ai-powered.
81
Elsevier. Elsevier introduces SciBite Chat,a transformative AI-Powered semantic search tool for life sciences R&D[EB/OL].(2024-03-07)[2025-01-17]. https://www.elsevier.com/about/press-releases/elsevier-introduces-scibite-chat-a-transformative-ai-powered-semantic-search.
82
STM. STM report:Trusted identity in academic publishing[EB/OL].(2024-10-31)[2025-01-18]. https://stm-assoc.org/new-stm-report-trusted-identity-in-academic-publishing/.
83
BRUNDY C , THORNTON J B . The paper mill crisis is a five-alarm fire for science:What can librarians do about it?[J]. Insights, 2024 (37): 11.
84
SCHNEIDER L. Issues of global relevance[EB/OL].(2024-08-26)[2025-01-18]. https://forbetterscience.com/2024/12/10/issues-of-global-relevance/.
85
CABANAC G. Chain retraction:How to stop bad science propagating through the literature[EB/OL].(2024-08-28)[2025-01-18]. https://www.nature.com/articles/d41586-024-02747-1.
86
NOORDEN R V,NADDAF M. Exclusive:The papers that most heavily cite retracted studies[EB/OL].(2024-09-02)[2025-01-18]. https://www.nature.com/articles/d41586-024-02719-5.
87
HINCHLIFFE L J,KAHN D. United2Act against paper mills:Fighting fraud that corrupts the scholarly record[EB/OL].(2024-02-27)[2025-01-19]. https://scholarlykitchen.sspnet.org/2024/02/27/united2act-against-paper-mills/.
88
Wiley. Wiley announces pilot of new AI-powered Papermill Detection service[EB/OL].(2024-03-13)[2025-01-15]. https://newsroom.wiley.com/press-releases/press-release-details/2024/Wiley-announces-pilot-of-new-AI-powered-Papermill-Detection-service/default.aspx.
89
STM Publishing. GetFTR collaborates with Crossref to support Research Integrity[EB/OL].(2024-03-15)[2025-01-20]. http://www.stm-publishing.com/getftr-collaborates-with-crossref-to-support-research-integrity/.
90
NISO. NISO publishes Recommended Practice for the Communication of Retractions,Removals,and Expressions of Concern(CREC)[EB/OL].(2024-06-27)[2025-01-21]. https://www.niso.org/press-releases/niso-publishes-recommended-practice-communication-retractions-removals-and.
91
MALLAPATY S. China conducts first nationwide review of retractions and research misconduct[EB/OL].(2024-02-12)[2025-01-21]. https://www.nature.com/articles/d41586-024-00397-x.
92
CROTTY D. The latest“Crisis”:Is the research literature overrun with ChatGPT- and LLM-generated articles?[EB/OL].(2024-03-20)[2025-01-22]. https://scholarlykitchen.sspnet.org/2024/03/20/the-latest-crisis-is-the-research-literature-overrun-with-chatgpt-and-llm-generated-articles/.
93
Attride D. Giant rat penis redux:AI-generated diagram,errors lead to retraction[EB/OL].(2024-07-22)[2025-01-22]. https://retractionwatch.com/2024/07/22/giant-rat-penis-redux-ai-generated-diagram-errors-lead-to-retraction/.
94
Eliesbik. The rat with the big balls and the enormous penis:How Frontiers published a paper with botched AI-generated images[EB/OL].(2024-02-15)[2025-01-22]. https://scienceintegritydigest.com/2024/02/15/the-rat-with-the-big-balls-and-enormous-penis-how-frontiers-published-a-paper-with-botched-ai-generated-images/.
95
TANG G Y , EATON S E . A rapid investigation of artificial intelligence generated content footprints in scholarly publications[J]. Journal of Scholarly Publishing, 2024 (3): 337- 355.
96
LAWLER D. Flood of‘junk’:How AI is changing scientific publishing[EB/OL].(2024-08-10)[2025-01-22]. https://phys.org/news/2024-08-junk-ai-scientific-publishing.html.
97
STM Publishing. Opaque AI research tools could undermine trust and accuracy of scientific findings[EB/OL].(2024-06-05)[2025-01-23]. http://www.stm-publishing.com/opaque-ai-research-tools-could-undermine-trust-and-accuracy-of-scientific-findings/.
98
Taylor & Francis. Taylor & Francis issues expanded guidance on AI application for authors,editors and reviewers[EB/OL].(2024-06-12)[2025-01-23]. https://newsroom.taylorandfrancisgroup.com/expanded-guidance-on-ai-application-for-authors-editors-and-reviewers/.
KWON D. AI-generated images threaten science:Here’s how researchers hope to spot them[EB/OL].(2024-11-05)[2025-01-23]. https://www.nature.com/articles/d41586-024-03542-8.
101
BLAKE J. Scientists file antitrust lawsuit against journal publishers[EB/OL].(2024-09-16)[2025-01-23]. https://www.insidehighered.com/news/quick-takes/2024/09/16/scientists-file-antitrust-lawsuit-against-journal-publishers.
102
HOLST F. Peer review‘must keep pace with rapidly changing landscape’[EB/OL].(2024-09-19)[2025-01-23]. https://www.researchinformation.info/analysis-opinion/peer-review-must-keep-pace-rapidly-changing-landscape/.
103
GHOSH R,MACHADO M,DYKE G,et al. Peer Review Week 2024:“Innovation and Technology in Peer Review”[EB/OL].(2024-05-29)[2025-01-23]. https://scholarlykitchen.sspnet.org/2024/05/29/peer-review-week-2024-innovation-and-technology-in-peer-review/.
104
RAGAVOOLOO S. If generative AI accelerates science,peer review needs to catch up[EB/OL].(2024-09-25)[2025-01-23]. https://blogs.lse.ac.uk/impactofsocialsciences/2024/09/25/if-generative-ai-accelerates-science-peer-review-needs-to-catch-up/.
105
GHOSH R. Strengths,weaknesses,opportunities,and threats:A comprehensive SWOT analysis of AI and human expertise in peer review[EB/OL].(2024-09-12)[2025-01-24]. https://scholarlykitchen.sspnet.org/2024/09/12/strengths-weaknesses-opportunities-and-threats-a-comprehensive-swot-analysis-of-ai-and-human-expertise-in-peer-review/.
EVREN S. What role can technology play in the peer review process?[EB/OL].(2024-09-30)[2025-01-24]. https://www.springernature.com/gp/advancing-discovery/springboard/blog/blogposts-technology-partnerships/what-role-can-technology-play-in-the-peer-review-process-/27695742.
108
The Publication Plan. eLife’s‘reviewed preprint’model:Results from the first year[EB/OL].(2024-07-02)[2025-01-24]. https://thepublicationplan.com/2024/07/02/elifes-reviewed-preprint-model-results-from-the-first-year/.
109
eLife. The eLife Model:An update on progress following changes in Web of Science indexing status[EB/OL].(2024-11-20)[2025-01-24]. https://elifesciences.org/inside-elife/c11c6101/the-elife-model-an-update-on-progress-following-changes-in-web-of-science-indexing-status?utm_source=twitter&utm_medium=social&utm_campaign=organic.
110
KWON D. Pioneering journal eLife faces major test after loss of impact factor[EB/OL].(2024-12-18)[2025-01-25]. https://www.nature.com/articles/d41586-024-04199-z.
CARPENTER T A. Flourishing in a machine-intermediated world:The STM trends report[EB/OL].(2024-01-29)[2025-01-26]. https://scholarlykitchen.sspnet.org/2024/04/24/flourishing-in-a-machine-intermediated-world-stm-trends-report/.