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The process of information retrieval includes classification of publications, author disambiguation, keywords extraction, and full-text indexing, whereas recommendations are based on the combination of a cosine similarity between keywords and a full-text index.
The postal system aided mail order business by permitting the classification of publications as aids in the distribution of knowledge.
A subset of 19 publications (19/37 or 51.3% was blindly assessed by another author (a stakeholder in a mentoring program) to verify inclusion and classification of publications selected by the initial researcher.
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It is therefore advantageous to automate the classification of publication content before manually extracting relevant information.
Any discrepancies between reviewers' classifications of publications were resolved by consensus.
A brief introduction of shale gas energy systems and their significant impacts are first presented, followed by a comprehensive overview and classification of relevant publications.
Differences across disciplines also become obvious when looking at the Handelsblatt quality classification of their publications, ranging from 1 (highest quality level) to 8 (lowest quality level).
Note that this fact highlights a divergence in the classification of some publications and can distort the generation of productivity indicators in a given segment.
Figure 2 presents the classification of eligible publications by main outcome and main exposure of interest.
One author (AR) checked the classification of all publications for consistency between authors.
It relies on a classification of the publications into five classes (A E) based on the journal impact factor distribution in each research topic's category as defined by the Journal Citation Report Science Edition (JCR 2013 edition).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com