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A Machine Learning Model to Estimate Toxicokinetic Half-Lives of Per- and Polyfluoro-Alkyl Substances (PFAS) in Multiple Species
Data and code for "Dawson, D.E.; Lau, C.; Pradeep, P.; Sayre, R.R.; Judson, R.S.; Tornero-Velez, R.; Wambaugh, J.F. A Machine Learning Model to Estimate Toxicokinetic Half-Lives of Per- and Polyfluoro-Alkyl Substances (PFAS) in Multiple Species. Toxics 2023, 11, 98. https://doi.org/10.3390/toxics11020098"
Includes a link to R-markdown file allowing the application of the model to novel chemicals.
This dataset is associated with the following publication:
Dawson, D., C. Lau, P. Pradeep, R. Sayre, R. Judson, R. Tornero-Velez, and J. Wambaugh. A Machine Learning Model to Estimate Toxicokinetic Half-Lives of Per- and Polyfluoro-Alkyl Substances (PFAS) in Multiple Species. Toxics. MDPI, Basel, SWITZERLAND, 11(2): 98, (2023).
Resources
4 resources available
-
https://github.com/USEPA/CompTox-PFASHalfLife
FILE -
S1_Dawson et al._ML PFAS_HL_101322.pdf
APPLICATION/PDF -
S2_Dawson et al._ML PFAS_HL_101322.csv
TEXT/CSV -
S3_Dawsonetal_PFAS_HL_101122.csv
TEXT/CSV
Complete Metadata
| accessLevel | public |
|---|---|
| bureauCode |
[
"020:00"
]
|
| contactPoint |
{
"fn": "John Wambaugh",
"hasEmail": "mailto:wambaugh.john@epa.gov"
}
|
| description | Data and code for "Dawson, D.E.; Lau, C.; Pradeep, P.; Sayre, R.R.; Judson, R.S.; Tornero-Velez, R.; Wambaugh, J.F. A Machine Learning Model to Estimate Toxicokinetic Half-Lives of Per- and Polyfluoro-Alkyl Substances (PFAS) in Multiple Species. Toxics 2023, 11, 98. https://doi.org/10.3390/toxics11020098" Includes a link to R-markdown file allowing the application of the model to novel chemicals. This dataset is associated with the following publication: Dawson, D., C. Lau, P. Pradeep, R. Sayre, R. Judson, R. Tornero-Velez, and J. Wambaugh. A Machine Learning Model to Estimate Toxicokinetic Half-Lives of Per- and Polyfluoro-Alkyl Substances (PFAS) in Multiple Species. Toxics. MDPI, Basel, SWITZERLAND, 11(2): 98, (2023). |
| distribution |
[
{
"title": "https://github.com/USEPA/CompTox-PFASHalfLife",
"accessURL": "https://github.com/USEPA/CompTox-PFASHalfLife"
},
{
"title": "S1_Dawson et al._ML PFAS_HL_101322.pdf",
"mediaType": "application/pdf",
"downloadURL": "https://pasteur.epa.gov/uploads/10.23719/1528512/S1_Dawson%20et%20al._ML%20PFAS_HL_101322.pdf"
},
{
"title": "S2_Dawson et al._ML PFAS_HL_101322.csv",
"mediaType": "text/csv",
"downloadURL": "https://pasteur.epa.gov/uploads/10.23719/1528512/S2_Dawson%20et%20al._ML%20PFAS_HL_101322.csv"
},
{
"title": "S3_Dawsonetal_PFAS_HL_101122.csv",
"mediaType": "text/csv",
"downloadURL": "https://pasteur.epa.gov/uploads/10.23719/1528512/S3_Dawsonetal_PFAS_HL_101122.csv"
}
]
|
| identifier | https://doi.org/10.23719/1528512 |
| keyword |
[
"Half-Life",
"PFAS",
"machine learning model",
"toxicokinetics"
]
|
| license | https://pasteur.epa.gov/license/sciencehub-license.html |
| modified | 2023-01-18 |
| programCode |
[
"020:000"
]
|
| publisher |
{
"name": "U.S. EPA Office of Research and Development (ORD)",
"subOrganizationOf": {
"name": "U.S. Environmental Protection Agency",
"subOrganizationOf": {
"name": "U.S. Government"
}
}
}
|
| references |
[
"https://doi.org/10.3390/toxics11020098",
"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9962572"
]
|
| rights |
null
|
| title | A Machine Learning Model to Estimate Toxicokinetic Half-Lives of Per- and Polyfluoro-Alkyl Substances (PFAS) in Multiple Species |
