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The reproducibility crisis in the age of digital medicine.数字医学时代的可重复性危机。
NPJ Digit Med. 2019 Jan 29;2:2. doi: 10.1038/s41746-019-0079-z. eCollection 2019.
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Erratum: Author Correction: The reproducibility crisis in the age of digital medicine.勘误：作者更正：数字医学时代的可重复性危机。
NPJ Digit Med. 2019 Mar 19;2:19. doi: 10.1038/s41746-019-0098-9. eCollection 2019.
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[In the wake of the replication crisis, reproducibility networks take action against widespread methodological shortcomings].在复制危机之后，可重复性网络针对普遍存在的方法学缺陷采取行动。
Lakartidningen. 2023 May 17;120:23011.
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Evaluating mental health decision units in acute care pathways (DECISION): a quasi-experimental, qualitative and health economic evaluation.评估急性护理路径中的心理健康决策单元（DECISION）：一项准实验性、定性和健康经济评估。
Health Soc Care Deliv Res. 2023 Dec;11(25):1-221. doi: 10.3310/PBSM2274.
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The Crisis of Reproducibility, the Denominator Problem and the Scientific Role of Multi-scale Modeling.可重复性危机、分母问题与多尺度建模的科学作用。
Bull Math Biol. 2018 Dec;80(12):3071-3080. doi: 10.1007/s11538-018-0497-0. Epub 2018 Sep 7.
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Biomonitoring and Digital Data Technology as an Opportunity for Enhancing Animal Study Translation.生物监测和数字数据技术为提高动物研究转化提供了机会。
ILAR J. 2021 Dec 31;62(1-2):223-231. doi: 10.1093/ilar/ilab018.
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Digital Interventions to Save Lives From the Opioid Crisis Prior and During the SARS COVID-19 Pandemic: A Scoping Review of Australian and Canadian Experiences.数字干预措施以拯救阿片类药物危机期间和 SARS COVID-19 大流行期间的生命：对澳大利亚和加拿大经验的范围综述。
Front Public Health. 2022 Jul 12;10:900733. doi: 10.3389/fpubh.2022.900733. eCollection 2022.
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Reproducibility in science: improving the standard for basic and preclinical research.科学可重复性：提高基础和临床前研究的标准。
Circ Res. 2015 Jan 2;116(1):116-26. doi: 10.1161/CIRCRESAHA.114.303819.
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The reproducibility issue and preclinical academic drug discovery: educational and institutional initiatives fostering translation success.重现性问题与临床前学术药物研发：促进转化成功的教育与机构举措。
Expert Opin Drug Discov. 2016 Sep;11(9):835-42. doi: 10.1080/17460441.2016.1212014. Epub 2016 Jul 25.
引用本文的文献
1
Standardizing Survey Data Collection to Enhance Reproducibility: Development and Comparative Evaluation of the ReproSchema Ecosystem.标准化调查数据收集以提高可重复性：ReproSchema生态系统的开发与比较评估
J Med Internet Res. 2025 Jul 11;27:e63343. doi: 10.2196/63343.
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Data-Driven Early Prediction of Cerebral Palsy Using AutoML and interpretable kinematic features.使用自动机器学习和可解释运动学特征对脑瘫进行数据驱动的早期预测。
medRxiv. 2025 Feb 12:2025.02.10.25322007. doi: 10.1101/2025.02.10.25322007.
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Glucagon-Like Peptide 1 Receptor Agonists and Chronic Lower Respiratory Disease Among Type 2 Diabetes Patients: Replication and Reliability Assessment Across a Research Network.胰高血糖素样肽1受体激动剂与2型糖尿病患者的慢性下呼吸道疾病：跨研究网络的重复验证与可靠性评估
Pharmacoepidemiol Drug Saf. 2025 Jan;34(1):e70087. doi: 10.1002/pds.70087.
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Strategies for creation of data reserve and stress testing of medical AI products.医学人工智能产品的数据储备创建及压力测试策略
BMJ Health Care Inform. 2024 Dec 4;31(1):e101184. doi: 10.1136/bmjhci-2024-101184.
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Deep learning-based Alzheimer's disease detection: reproducibility and the effect of modeling choices.基于深度学习的阿尔茨海默病检测：可重复性及建模选择的影响
Front Comput Neurosci. 2024 Sep 20;18:1360095. doi: 10.3389/fncom.2024.1360095. eCollection 2024.
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ENCORE: a practical implementation to improve reproducibility and transparency of computational research.ENCORE：一种提高计算研究可重复性和透明度的实际实施方案。
Nat Commun. 2024 Sep 16;15(1):8117. doi: 10.1038/s41467-024-52446-8.
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Data privacy-aware machine learning approach in pancreatic cancer diagnosis.数据隐私感知的机器学习方法在胰腺癌诊断中的应用。
BMC Med Inform Decis Mak. 2024 Sep 5;24(1):248. doi: 10.1186/s12911-024-02657-2.
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The undeclared use of third-party service providers in academic publishing is unethical: an epistemic reflection and scoping review.学术出版中未公开使用第三方服务提供商是不道德的：一种认识反思和范围界定综述。
Naunyn Schmiedebergs Arch Pharmacol. 2024 Dec;397(12):9435-9447. doi: 10.1007/s00210-024-03177-6. Epub 2024 Jul 11.
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Pioneering a multi-phase framework to harmonize self-reported sleep data across cohorts.开创多阶段框架，以协调队列之间的自我报告睡眠数据。
Sleep. 2024 Sep 9;47(9). doi: 10.1093/sleep/zsae115.
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Fundamental and Practical Feasibility of Electrocardiogram Reconstruction from Photoplethysmogram.从光电容积脉搏波重建心电图的基本和实际可行性。
Sensors (Basel). 2024 Mar 25;24(7):2100. doi: 10.3390/s24072100.
本文引用的文献
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The PLOS ONE collection on machine learning in health and biomedicine: Towards open code and open data.PLOS ONE 机器学习在健康和生物医学中的应用特刊：迈向开放代码和开放数据。
PLoS One. 2019 Jan 15;14(1):e0210232. doi: 10.1371/journal.pone.0210232. eCollection 2019.
2
Guidelines for reinforcement learning in healthcare.医疗保健领域强化学习指南。
Nat Med. 2019 Jan;25(1):16-18. doi: 10.1038/s41591-018-0310-5.
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Control of Confounding and Reporting of Results in Causal Inference Studies. Guidance for Authors from Editors of Respiratory, Sleep, and Critical Care Journals.因果推断研究中的混杂因素控制与结果报告。呼吸、睡眠和重症监护期刊编辑给作者的指南。
Ann Am Thorac Soc. 2019 Jan;16(1):22-28. doi: 10.1513/AnnalsATS.201808-564PS.
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What does research reproducibility mean?研究的可重复性是什么意思？
Sci Transl Med. 2016 Jun 1;8(341):341ps12. doi: 10.1126/scitranslmed.aaf5027.
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1,500 scientists lift the lid on reproducibility.1500名科学家揭开了可重复性的盖子。
Nature. 2016 May 26;533(7604):452-4. doi: 10.1038/533452a.
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Peer review: Troubled from the start.同行评审：从一开始就麻烦不断。
Nature. 2016 Apr 21;532(7599):306-8. doi: 10.1038/532306a.
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Reproducibility: A tragedy of errors.可重复性：错误的悲剧。
Nature. 2016 Feb 4;530(7588):27-9. doi: 10.1038/530027a.
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The Use of Superlatives in Cancer Research.癌症研究中最高级的使用。
JAMA Oncol. 2016 Jan;2(1):139-41. doi: 10.1001/jamaoncol.2015.3931.
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PSYCHOLOGY. Estimating the reproducibility of psychological science.心理学. 心理科学可重复性的评估.
Science. 2015 Aug 28;349(6251):aac4716. doi: 10.1126/science.aac4716.
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Puzzlingly High Correlations in fMRI Studies of Emotion, Personality, and Social Cognition.令人费解的 fMRI 研究中情绪、个性和社会认知的高度相关性。
Perspect Psychol Sci. 2009 May;4(3):274-90. doi: 10.1111/j.1745-6924.2009.01125.x.
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