In-depth evaluation of machine learning methods for semi-automating article screening in a systematic review of mechanistic literature.

Kebede, Mihiretu M; Le Cornet, Charlotte; Fortner, Renée Turzanski

Kebede, Mihiretu M; Le Cornet, Charlotte; Fortner, Renée Turzanski.

Affiliation

Kebede MM; German Cancer Research Center (DKFZ), Heidelberg, Germany.
Le Cornet C; German Cancer Research Center (DKFZ), Heidelberg, Germany.
Fortner RT; German Cancer Research Center (DKFZ), Heidelberg, Germany.

Res Synth Methods ; 14(2): 156-172, 2023 Mar.

Article in En | MEDLINE | ID: mdl-35798691

Subject(s)

Algorithms; Machine Learning; Bayes Theorem; Sensitivity and Specificity; Data Collection

Key words

NLP; automated screening; citation screening; machine learning; natural language processing; systematic review; text mining

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Full text: 1 Database: MEDLINE Main subject: Algorithms / Machine Learning Type of study: Diagnostic_studies / Prognostic_studies / Screening_studies / Systematic_reviews Language: En Year: 2023 Type: Article

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