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Fig. 7 Precision-recall curve for the models including inactive data, and actives-only models.
Including inactive data for models improves the recall and precision as shown by the AUC values for both plots, showing value for including inactive data when compared to models built exclusively on ChEMBL data Fig. 8 Boxplot of precision-recall curve AUC and BEDROC values for the models including inactive data, and actives-only models.
All these initiatives depend on access to critical government data and an active citizenry who feel empowered to effect change in their own lives and communities.
We did not consider the subcarrier for pilot data and the active carriers.
Logistic regression analysis was used to compare the JIA ACR 30 data with historical placebo data and historical active control data: ORs and corresponding 95% CI were computed for the overall population and for each of the JIA categories.
(5) Initiative to transfer factor including data size and active mobile terminal size.
New understanding will only be achieved through both comprehensive real-time data collection and active participation in clinical studies.
This is a unique opportunity to leverage the power of the open Web to encourage more developments in open data, data-driven policymaking and active civic engagement.
KF was involved in developing the study proposal, analyzing the quantitative part of the data and took an active part in the interpretation and revision of the manuscripts.
G-mean that tries to maximize the accuracy on each of the two classes while keeping them balanced is calculated as following: (4) The training set (dataset I) contained 390 active compounds and 146 934 inactive compounds, with <0.3% of the data active and ∼99.7% inactive resulting in a ratio of active to inactive of 1/377.
The PASTA study collects a wealth of subjective and objective data on active mobility and physical activity.
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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