Sentence examples for based on smaller datasets from inspiring English sources

Although claims about changes in neural/synaptic populations must necessarily be made based on a limited sampling of neurons, I am concerned by the fact that the non-significant findings are based on smaller datasets than the reported significant finding.

Attempts have been made in previous studies to use infiltration experiments to identify the degree of preferential flow, but these attempts have often been based on small datasets or data collected from literature with differing initial and boundary conditions.

Novel techniques of multiple runs for model development and surrogate data analysis for model validation are suggested for prediction of biomedical outcomes based on small datasets for classification and regression tasks.

27 36 37 This probably reflects a combination of the inherent over-optimism of data-driven model predictions based on small datasets, 15 19 21 38– 40 failure to validate models and/or scores in an independent dataset, 15 19 and spectrum bias arising from the use of case control designs.

This genome-scale estimate of relationships among species agrees with some prior estimates based on smaller molecular datasets [ 14, 15].

Both studies were based on small morphological datasets with few characters, the phylogenetic utility of which has been questioned [ 10].

We find even less agreement among gold standards for physical interactions predictions, which are usually based on small interaction datasets obtained from protein-protein interaction databases such as the Database of Interacting Proteins (DIP)[ 29], the General Repository for Interaction Datasets (GRID [ 30], or the Biomolecular Interaction Network Database (BIND) [ 31].

Two migraine studies using a PRS based on small migraine GWAS datasets have already been performed.

[75], [76] However, these results are based on a smaller dataset compared to ischaemic stroke making the point estimates less reliable.

Correlations between the PTDS and BDI and IES are therefore based on a smaller dataset.

A similar conclusion was recently reached (to a much lesser degree) based on a smaller dataset of only six mutated positions (Lassila et al., 2007).