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Science and data science.
Proc Natl Acad Sci U S A. 2017 Aug 15;114(33):8689-8692. doi: 10.1073/pnas.1702076114. Epub 2017 Aug 7.
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Theory In, Theory Out: The Uses of Social Theory in Machine Learning for Social Science.
Front Big Data. 2020 May 19;3:18. doi: 10.3389/fdata.2020.00018. eCollection 2020.
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A conceptual framework for understanding the perspectives on the causes of the science-practice gap in ecology and conservation.
Biol Rev Camb Philos Soc. 2018 May;93(2):1032-1055. doi: 10.1111/brv.12385. Epub 2017 Nov 20.
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Statistics in science and in society: From a state-of-the-art to a new research agenda.
Public Underst Sci. 2013 Oct;22(7):768-84. doi: 10.1177/0963662513495769.
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Machine learning: Trends, perspectives, and prospects.
Science. 2015 Jul 17;349(6245):255-60. doi: 10.1126/science.aaa8415.
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Structural biology meets data science: does anything change?
Curr Opin Struct Biol. 2018 Oct;52:95-102. doi: 10.1016/j.sbi.2018.09.003. Epub 2018 Sep 27.
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RNA-seq assistant: machine learning based methods to identify more transcriptional regulated genes.
BMC Genomics. 2018 Jul 20;19(1):546. doi: 10.1186/s12864-018-4932-2.
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Explorations in statistics: regression.
Adv Physiol Educ. 2011 Dec;35(4):347-52. doi: 10.1152/advan.00051.2011.

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Tier-based standards for FAIR sequence data and metadata sharing in microbiome research.
Nucleic Acids Res. 2025 Aug 11;53(15). doi: 10.1093/nar/gkaf777.
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Community-Engaged Data Science (CEDS): A Case Study of Working with Communities to Use Data to Inform Change.
J Community Health. 2024 Dec;49(6):1062-1072. doi: 10.1007/s10900-024-01377-y. Epub 2024 Jul 3.
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Designing optimal behavioral experiments using machine learning.
Elife. 2024 Jan 23;13:e86224. doi: 10.7554/eLife.86224.
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Academic data science: Transdisciplinary and extradisciplinary visions.
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Editorial: Big data and machine learning in sociology.
Front Sociol. 2023 May 9;8:1173155. doi: 10.3389/fsoc.2023.1173155. eCollection 2023.
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Grand Challenges in Bioinformatics Data Visualization.
Front Bioinform. 2021 Jun 17;1:669186. doi: 10.3389/fbinf.2021.669186. eCollection 2021.
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Reliable, Fast and Stable Contrast Response Function Estimation.
Vision (Basel). 2022 Oct 17;6(4):62. doi: 10.3390/vision6040062.
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Toward a data infrastructure for the Plant Cell Atlas.
Plant Physiol. 2023 Jan 2;191(1):35-46. doi: 10.1093/plphys/kiac468.

本文引用的文献

1
Machine learning: Trends, perspectives, and prospects.
Science. 2015 Jul 17;349(6245):255-60. doi: 10.1126/science.aaa8415.
2
Deep learning.
Nature. 2015 May 28;521(7553):436-44. doi: 10.1038/nature14539.
3
Ten simple rules for the care and feeding of scientific data.
PLoS Comput Biol. 2014 Apr 24;10(4):e1003542. doi: 10.1371/journal.pcbi.1003542. eCollection 2014 Apr.

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