At MHD, the HR-ToF-AMS mass concentrations of non-sea salt sulfate, ammonium and nitrate were compared against external datasets and showed good agreement68.
For validation, we also used two external datasets from the Universidad de Valencia, Valencia, Spain, and the Institute of Reproduction and Developmental Biology of Imperial College, London, UK (IRDB-IC) (Supplementary Table 2).
Abiding by the fourth Linked Data principle of including links to other related things (using their URIs) when publishing data on the Web, we identified several target links from external datasets.
Three different datasets were used; the first one for constructing the model (training dataset) and the others for validating the model (external datasets).
The beauty of it is it will connect to the huge datasets" coming from instruments such as the cryoelectron microscopes, or from simulations generated by artificial intelligence labs, or from other external datasets.
Compared to external datasets, total non-redundant gene clusters were similar to MetaHIT in the stool6 (HMP1-II contained 7,780,363 gene clusters, MetaHIT had 9,879,896); relative to existing moist skin site metagenomes12, HMP1-II represented a 780% increase (170,206 gene clusters to 1,326,693).
Three external datasets (with congeneric structures to those experimentally resolved in complexes by X-ray and previously reported as SmKDAC8 inhibitors) were employed to compose and validate the most predictive model.
Further validation with additional external datasets is required to determine if taper improves model performance.
Additional file 3 contains the csv formatted file of descriptors for external datasets.
Furthermore, the shape of the curve in the two external datasets within each benchmark dataset is similar.
This scoring function evaluates two features: (1) robustness, by measuring the similarity between the AD profiles of two external datasets, and (2) proximity to a smooth descending AD profile (accuracy vs the AD-produced measure of prediction confidence).
