Machine learning and statistical inference in microbial population genomics.

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Title: Machine learning and statistical inference in microbial population genomics.
Authors: Sheppard SK; Ineos Oxford Institute for Antimicrobial Research, Department of Biology, University of Oxford, Oxford, United Kingdom., Arning N; Big Data Institute, Oxford Population Health, University of Oxford, Oxford, United Kingdom., Eyre DW; Big Data Institute, Oxford Population Health, University of Oxford, Oxford, United Kingdom.; NIHR Oxford Biomedical Research Centre, Oxford, United Kingdom.; NIHR Health Protection Research Unit in Healthcare Associated Infections and Antimicrobial Resistance, University of Oxford, Oxford, United Kingdom., Wilson DJ; Big Data Institute, Oxford Population Health, University of Oxford, Oxford, United Kingdom. daniel.wilson@bdi.ox.ac.uk.; Oxford University Department for Continuing Education, Oxford, United Kingdom. daniel.wilson@bdi.ox.ac.uk.
Source: Genome biology [Genome Biol] 2025 Sep 27; Vol. 26 (1), pp. 313. Date of Electronic Publication: 2025 Sep 27.
Publication Type: Journal Article; Review
Journal Info: Publisher: BioMed Central Ltd Country of Publication: England NLM ID: 100960660 Publication Model: Electronic Cited Medium: Internet ISSN: 1474-760X (Electronic) Linking ISSN: 14747596 NLM ISO Abbreviation: Genome Biol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Sheppard+SK%22">Sheppard SK</searchLink>; Ineos Oxford Institute for Antimicrobial Research, Department of Biology, University of Oxford, Oxford, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Arning+N%22">Arning N</searchLink>; Big Data Institute, Oxford Population Health, University of Oxford, Oxford, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Eyre+DW%22">Eyre DW</searchLink>; Big Data Institute, Oxford Population Health, University of Oxford, Oxford, United Kingdom.; NIHR Oxford Biomedical Research Centre, Oxford, United Kingdom.; NIHR Health Protection Research Unit in Healthcare Associated Infections and Antimicrobial Resistance, University of Oxford, Oxford, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Wilson+DJ%22">Wilson DJ</searchLink>; Big Data Institute, Oxford Population Health, University of Oxford, Oxford, United Kingdom. daniel.wilson@bdi.ox.ac.uk.; Oxford University Department for Continuing Education, Oxford, United Kingdom. daniel.wilson@bdi.ox.ac.uk.
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  Data: <searchLink fieldCode="JN" term="%22100960660%22">Genome biology</searchLink> [Genome Biol] 2025 Sep 27; Vol. 26 (1), pp. 313. <i>Date of Electronic Publication: </i>2025 Sep 27.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central+Ltd%22">BioMed Central Ltd </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>100960660 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1474-760X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214747596%22">14747596 </searchLink><i>NLM ISO Abbreviation: </i>Genome Biol <i>Subsets: </i>MEDLINE
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        Value: 10.1186/s13059-025-03775-4
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        Text: English
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            – D: 27
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              Text: 2025 Sep 27
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