[1] GOODMAN S N, FANELLI D, IOANNIDIS J P A. What does research reproducibility mean?[J]. Science translational medicine, 2016, 8(341): eaaf5027. [2] IOANNIDIS J P A. Why most published research findings are false[J]. PLoS medicine, 2005, 2(8): e124. [3] MULLANE K, WILLIAMS M.Unknown unknowns in biomedical research: Does an inability to deal with ambiguity contribute to issues of irreproducibility?[J]. Biochemical pharmacology, 2015, 97(2): 133-136. [4] BEGLEY C G, IOANNIDIS J P A. Reproducibility in science[J]. Circulation research, 2015, 116(1): 116-126. [5] PAPAMOKOS G V.The nature of the biological material and the irreproducibility problem in biomedical research[J]. The EMBO journal, 2019, 38(4): e101011. [6] VOELKL B, WüRBEL H. A reaction norm perspective on reproducibility[J]. Theory in biosciences, 2021, 140(2): 169-176. [7] SAMSA G, SAMSA L.A guide to reproducibility in preclinical research[J]. Academic medicine, 2019, 94(1): 47-52. [8] DAKIN R, BINNING S A.Slow improvement to the archiving quality of open datasets shared by researchers in ecology and evolution[J]. Proceedings of the royal society B: Biological sciences, 2022, 289(1975): 1-8. [9] SAMUEL S, KONIG-RIES B.Understanding experiments and research practices for reproducibility: An exploratory study[J]. PeerJ, 2021, 9: e11140. [10] YU B, HU X A.Toward training and assessing reproducible data analysis in data science education[J]. Data intelligence, 2019, 1(4): 381-392. [11] KARATHANASIS N, HWANG D, HENG V, et al.Reproducibility efforts as a teaching tool: A pilot study[J]. PLoS computational biology, 2022, 18(11): e1010615. [12] HUPPENKOTHEN D, ARENDT A, HOGG D W, et al.Hack weeks as a model for data science education and collaboration[J]. Proceedings of the national academy of sciences of the United States of America, 2018, 115(36): 8872-8877. [13] 叶新友,张路路,孔成果,等.国内研究生科学数据素养能力评价及高校图书馆培养体系构建研究[J].农业图书情报学报,2021,33(11):63-73. YE X Y, ZHANG L L, KONG C G, et al.Evaluation of scientific data literacy competency for postgraduates in China and construction of data literacy education system[J]. Journal of library and information science in agriculture, 2021, 33(11): 63-73. [14] ALVES V M, AUERBACH S S, KLEINSTREUER N, et al.Curated data in - Trustworthy In silico models out: The impact of data quality on the reliability of artificial intelligence models as alternatives to animal testing[J]. Alternatives to laboratory animals, 2021, 49(3): 73-82. [15] LEIPZIG J, NUST D, HOYT C T, et al.The role of metadata in reproducible computational research[J]. Patterns, 2021, 2(9): 100322. [16] DIRNAGL U.Rethinking research reproducibility[J]. The EMBO journal, 2019, 38(2): e101117. [17] ELLIS R J. Questionable research practices, low statistical power,other obstacles to replicability: Why preclinical neuroscience research would benefit from registered reports[J]. eneuro, 2022, 9(4): ENEURO.0017-22.2022. [18] National Academies of Sciences E, Engineering, Medicine, et al. Reproducibility and replicability in science[M]. Washington, DC: National Academies Press, 2019. [19] STECKLER T.Editorial: Preclinical data reproducibility for R&D - The challenge for neuroscience[J]. SpringerPlus, 2015, 4(1): 1-4. [20] FRAN A T F, MONSERRAT J M. Reproducibility crisis in science or unrealistic expectations?[J]. EMBO reports, 2018, 19(6): e46008. [21] GRUNING B, CHILTON J, KOSTER J, et al.Practical computational reproducibility in the life sciences[J]. Cell systems, 2018, 6(6): 631-635. [22] ALTER G, GONZALEZ R.Responsible practices for data sharing[J]. American psychologist, 2018, 73(2): 146-156. [23] BEZUIDENHOUT L, QUICK R, SHANAHAN H."Ethics when you least expect it": A modular approach to short course data ethics instruction[J]. Science and engineering ethics, 2020, 26(4): 2189-2213. [24] BRITO J J, LI J, MOORE J H, et al. Recommendations to enhance rigor and reproducibility in biomedical research[J]. GigaScience, 2020, 9(6): giaa056. [25] COLLINS F S, TABAK L A.Policy: NIH plans to enhance reproducibility[J]. Nature, 2014, 505(7485): 612-613. [26] Clearinghouse for training modules to enhance data reproducibility[EB/OL].[2023-04-15].https://www.nigms.nih.gov/training/pages/clearinghouse-for-training-modules-to-enhance-data-reproducibility.aspx. [27] Training and Other Resources | Grants.nih.gov[EB/OL]. [2023-04-15]. https://grants.nih.gov/policy/reproducibility/training.htm. [28] BOSCH G, CASADEVALL A.Graduate biomedical science education needs a new philosophy[J]. mBio, 2017, 8(6): e01539-17. [29] Preparing FAIR data for reuse and reproducibility | Research Data Management Service Group[EB/OL]. [2023-04-15].https://data.research.cornell.edu/content/preparing-fair-data-reuse-and-reproducibility. [30] 孔祥辉, 陈卓. 美国医学院校图书馆开展可重复性研究教育的调查与分析[J]. 数字图书馆论坛, 2023, 19(1): 26-33. KONG X H, CHEN Z.Investigation and analysis of reproducibility research education in U.S. medical libraries[J]. Digital library forum, 2023, 19(1): 26-33. [31] 古婷骅, 王腾利, 方舟. 大数据背景下高职院校数据素养教育研究——基于广东省科技干部学院商科学生的抽样调查[J]. 农业图书情报学报, 2021, 33(1): 80-91. GU T H, WANG TL, FANG Z.Research on data literacy education in vocational colleges and universities: A survey on students majoring in business in Guangdong polytechnic of science and technology[J].Journal of library and information science in agriculture, 2021, 33(1): 80-91. [32] KARATHANASIS N, HWANG D, HENG V, et al.Reproducibility efforts as a teaching tool: A pilot study[J]. PLoS computational biology, 2022, 18(11): e1010615. [33] ReproHack - March2021[EB/OL]. [2023-03-09]. https://www.imperial.ac.uk/computational-methods/rse/events/reprohack-mar21/. [34] Teaching reproducible research for medical students and postgraduate pharmaceutical scientists | BMC Research Notes[EB/OL]. [2023-03-09].https://bmcresnotes.biomedcentral.com/articles/10.1186/s13104-021-05862-8. [35] Reproducible Analysis | Colorado State University Libraries[EB/OL]. [2023-03-09].https://lib.colostate.edu/services/data-management/reproducible-analysis/. [36] MCINTOSH L D, JUEHNE A, VITALE C R H, et al. Repeat: A framework to assess empirical reproducibility in biomedical research[J]. BMC medical research methodology, 2017, 17(1): 1-9. [37] DEARDORFF A.Assessing the impact of introductory programming workshops on the computational reproducibility of biomedical workflows[J]. PLoS One, 2020, 15(7): e0230697. [38] RDMLA: Free training course for librarians now offers the opportunity to earn CE credits [EB/OL]. [2023-04-17].https://www.elsevier.com/connect/library-connect/rdmla-free-training-course-for-librarians-now-offers-the-opportunity-to-earn-ce-credits. [39] CURE Training | Curating for Reproducibility [EB/OL]. [2023-04-13].https://curating4reproducibility.org/training/. [40] ReproducibiliTea | University Library | Newcastle University[EB/OL].[2023-05-07].https://www.ncl.ac.uk/library/academics-and-researchers/research/open-research/reproducibilitea/. [41] Data Curation and Research Reproducibility Specialist[EB/OL]. [2023-04-14].https://careers.umich.edu/job_detail/227704/data-curation-and-research-reproducibility-specialist. |