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QSAR-ML model for the prediction of cell viability (%) in graphene-related materials
Independent Features
| Name | Units | Range | Description | Type | Actions |
|---|---|---|---|---|---|
Substance | GRM type between graphene, graphene
oxide, and reduced graphene oxide (rGO). | CATEGORICAL | |||
size_class | Lateral size of the GRM: S (<500nm), M (500<size<1000nm), L (>=1000nm) | CATEGORICAL | |||
layer | 1 - 6 | The number of layers of the GRM | FLOAT | ||
time | hours | 3 - 48 | Exposure time | FLOAT | |
func | Functionalization of the GRM | CATEGORICAL | |||
cell_type_general | The type of cells between macrophages and epithelial cells | CATEGORICAL | |||
species | Species of the cell. Human or rodent
| CATEGORICAL | |||
assay | Type of assay used to measure the viability of the cells
| CATEGORICAL | |||
media | The media used in the cytotoxicity test, indicating the main
media (e.g. RPMI, DMEM) and the percentage of fetal
bovine serum (FBS). For example | CATEGORICAL | |||
dose | μg - mL | 10, 20, ..., 100 | GMB Concentration | INTEGER |
Dependent Features
| Name | Units | Description | Type | Actions |
|---|---|---|---|---|
| cell_viability | % | FLOAT |