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. 2021 Aug 5;4:685298. doi: 10.3389/frai.2021.685298

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Copyright © 2021 Bozada, Borden, Workman, Del Cid, Malinowski and Luechtefeld.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

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(A) Machine learning prediction of article inclusion compared to actual reviewer inclusion decisions from 3 public sysrev projects on spinal surgery sysrev.com/p/14872, sysrev.com/p/14873, sysrev.com/p/14874. (B) Sysrev categorical and Boolean predictions. Sysrev predictions correctly identify that this article references a “positive effect” on “heart/cardiovascular.” They provide a strong prediction of “purified” mangiferin substance, even though the article does not explicitly specify this. Model predictions can be seen on every article in a project. This screenshot comes from an Insilica.co project on Mangiferin (sysrev.com/p/24557/article/7225450).