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Let i denote the dataset of interest, then we aim to infer the parameter where α is the coefficient for a baseline dataset and μ i is difference from this baseline.
Averaging outbreak detection performance over the datasets with randomly inserted outbreaks eliminates bias due to the timing and location of the outbreak in the baseline dataset, and allows estimation of the average expected detection performance of the models using different alarm thresholds given the baseline data.
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Examples of baseline data sets that have been published include the GNF human tissue panel [ 1], The Cancer Genome Atlas [ 2], the rat liver and kidney HESI baseline dataset [ 3], the NOWAC Postgenome Study [ 4], and the Arabidopsis AtGenExpress datasets for abiotic stress [ 5], plant development [ 6], or hormonal and chemical responses [ 7].
For the baseline dataset, one bedroom air sample and one outdoor air sample were analyzed at Air Quality Sciences AQSS) (Marietta, GA), an AIHA-EMLAP (American Industrial Hygiene Association Environmental Microbiology Laboratory Accreditation Program) accredited laboratory, using bright field optical microscopy (Zeiss, Melrose, NY).
We collected data on eight transects and in 412 plots in adjacent grazed and ungrazed forest and used baseline datasets of 1996 and 2002 in the same area (i.e. before grazing).
Due to the sparse nature of the baseline dataset, the prior means for the baseline and outbreak states were approximately 5 and 10 times greater than the baseline mean respectively.
In addition, demographic and past medical history data derived from the 45 and Up Study baseline dataset will be available for analysis.
For example in Figure 3, the baseline dataset is UniProtKB/Swiss-Prot version 16 and μ i represents the change in the α coefficient from UniProtKB/Swiss-Prot version 16.
We use a baseline dataset from Facebook that included 300 spammers and 700 legitimate user profiles.
For the purpose of EPIC-PANACEA the second assessment of body weight was centralized and combined with the baseline dataset.
This collection of isolates was chosen to be representative of the 40 year global pandemic forming a baseline dataset for the analysis of this lineage and others.
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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