31 research outputs found

    Research framework for screening articles about the origins of SARS-CoV-2.

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    Research framework for screening articles about the origins of SARS-CoV-2.</p

    An illustrative example with a partial list of backward citations in [57].

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    An illustrative example with a partial list of backward citations in [57].</p

    The number of articles in the top 10 journals.

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    The number of articles in the top 10 journals.</p

    F1 score and numbers of queries when each model reached the maximum F1 score.

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    F1 score and numbers of queries when each model reached the maximum F1 score.</p

    The performance of the top screened articles about the origins of SARS-CoV-2 from the CORD-19 dataset.

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    The performance of the top screened articles about the origins of SARS-CoV-2 from the CORD-19 dataset.</p

    The overlapping shares of relevant articles screened by three base classifiers.

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    The overlapping shares of relevant articles screened by three base classifiers.</p

    The trends of the number of relevant and nonrelevant publications with publishing time in our seed dataset.

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    The trends of the number of relevant and nonrelevant publications with publishing time in our seed dataset.</p

    Fig 5 -

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    The performance of our active learning approach with support vector machine (a), logistic regression (b), and random forest (c) as the respective base classifiers in terms of the F1 score.</p

    The procedure of an active learning approach.

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    The procedure of an active learning approach.</p

    The cumulative distribution of the number of international publications.

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    The cumulative distribution of the number of international publications.</p
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