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kjappelbaum committed Aug 13, 2024
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184 changes: 129 additions & 55 deletions data/tabular/bicerano_dataset/meta.yaml
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bibtex:
- "@article{afzal2021,
author = {Afzal, Mohammad Atif Faiz and Browning, Andrea R. and Goldberg, Alexander
and Halls, Mathew D. and Gavartin, Jacob L. and Morisato,
Tsuguo and Hughes, Thomas F. and Giesen, David J. and Goose, Joseph E.},
title = {High-Throughput Molecular Dynamics Simulations and Validation of Thermophysical
Properties of Polymers for Various Applications},
journal = {ACS Applied Polymer Materials},
volume = {3},
number = {2},
pages = {620-630},
year = {2021},
doi = {10.1021/acsapm.0c00524}}"
description:
"This paper outlines a MD simulation workflow based on GPU MD simulation
and the refined optimized potentials for liquid simulation (OPLS) OPLS3e force field to calculate glass transition temperatures (Tgs) of 315 polymers for which Bicerano reported experimental values."
identifiers:
- description: PSMILES
id: PSMILES
type: PSMILES
- description: polymer name
id: compound_name
names:
- noun: comxpound name
type: Other
license: CC BY 4.0
links:
- description: corresponding publication
url: https://pubs.acs.org/doi/10.1021/acsapm.0c00524#
- description: data source
url:
- https://raw.githubusercontent.com/AdrianM0/chemnlp/main/data/tabular/bicerano_dataset/HT_MD_polymer_properties.csv
name: bicerano_dataset
description: |-
This paper outlines a MD simulation workflow based on GPU MD simulation and the
refined optimized potentials for liquid simulation (OPLS) OPLS3e force field to
calculate glass transition temperatures (Tgs) of 315 polymers for which Bicerano
reported experimental values.
num_points: 315
targets:
- id: Tg_exp
description: experimental glass transition temperature
units: K
type: float
- description: experimental glass transition temperature
id: Tg_exp
names:
- noun: experimental glass transition temperature
uris:
- id: Tg_calc
description: calculated glass transition T
units: K
type: float
units: K
uris: null
- description: calculated glass transition temperature
id: Tg_calc
names:
- noun: computed glass transition temperature
- id: rho_300K_calc
description: computed density at 300K
units: g/cm^3
- noun: MD-computed glass transition temperature (OPLS3e force field)
- noun: computed glass transition temperature (using MD with OPLS3e force field)
type: float
units: K
- description: computed density at 300K
id: rho_300K_calc
names:
- noun: computed polymer density at 300K
identifiers:
- id: PSMILES
type: PSMILES
description: PSMILES
- id: compound_name
type: Other
names:
- noun: compound name
description: polymer name
license: CC BY 4.0
links:
- url: https://pubs.acs.org/doi/10.1021/acsapm.0c00524#
description: corresponding publication
- url:
- https://raw.githubusercontent.com/AdrianM0/chemnlp/main/data/tabular/bicerano_dataset/HT_MD_polymer_properties.csv
description: data source
num_points: 315
bibtex:
- |-
@article{afzal2021,
author = {Afzal, Mohammad Atif Faiz and Browning, Andrea R. and Goldberg, Alexander and Halls, Mathew D. and Gavartin, Jacob L. and Morisato,
Tsuguo and Hughes, Thomas F. and Giesen, David J. and Goose, Joseph E.},
title = {High-Throughput Molecular Dynamics Simulations and Validation of Thermophysical Properties of Polymers for Various Applications},
journal = {ACS Applied Polymer Materials},
volume = {3},
number = {2},
pages = {620-630},
year = {2021},
doi = {10.1021/acsapm.0c00524}}
- noun: computed polymer density at 300K (using MD with OPLS3e force field)
- noun: computed density at 300K (using MD with OPLS3e force field)
type: float
units: g/cm^3
templates:
- The polymer with the {PSMILES__description} of {PSMILES#} has an experimental glass transition temperature of {Tg_exp#} {Tg_exp__units}.
- The polymer with the {PSMILES__description} of {PSMILES#} has a computed glass transition temperature of {Tg_calc#} {Tg_exp__units}.
- The polymer with the {PSMILES__description} of {PSMILES#} has a computed density at 300 K of {rho_300K_calc#} {rho_300K_calc__units}.
- The polymer with the {compound_name__names__noun} of {compound_name#} has an experimental glass transition temperature of {Tg_exp#} {Tg_exp__units}.
- The polymer with the {compound_name__names__noun} of {compound_name#} has a computed glass transition temperature of {Tg_calc#} {Tg_calc__units}.
- The polymer with the {compound_name__names__noun} of {compound_name#} has a computed density at 300 K of {rho_300K_calc#} {rho_300K_calc__units}.
- The polymer with the {PSMILES__description} of {PSMILES#} has an {Tg_exp__names__noun} of {Tg_exp#} {Tg_exp__units}.
- The polymer with the {PSMILES__description} of {PSMILES#} has a {Tg_calc__names__noun} of {Tg_calc#} {Tg_exp__units}.
- The polymer with the {PSMILES__description} of {PSMILES#} has a {rho_300K_calc__names__noun} of {rho_300K_calc#} {rho_300K_calc__units}.
- The polymer with the {compound_name__names__noun} of {compound_name#} has an {Tg_exp__names__noun} of {Tg_exp#} {Tg_exp__units}.
- The polymer with the {compound_name__names__noun} of {compound_name#} has a {Tg_calc__names__noun} of {Tg_calc#} {Tg_calc__units}.
- The polymer with the {compound_name__names__noun} of {compound_name#} has a {rho_300K_calc__names__noun} of {rho_300K_calc#} {rho_300K_calc__units}.
- What is the {Tg_exp__names__noun} of the polymer with the {PSMILES__description} {PSMILES#}? Answer:<EOI> {Tg_exp#} {Tg_exp__units}.
- What is the {Tg_calc__names__noun} of the polymer with the {PSMILES__description} {PSMILES#}? Answer:<EOI> {Tg_calc#} {Tg_calc__units}.
- What is the {rho_300K_calc__names__noun} of the polymer with the {PSMILES__description} {PSMILES#}? Answer:<EOI> {rho_300K_calc#} {rho_300K_calc__units}.
- What is the {Tg_exp__names__noun} of the polymer with the {compound_name__names__noun} {compound_name#}? Answer:<EOI> {Tg_exp#} {Tg_exp__units}.
- What is the {Tg_calc__names__noun} of the polymer with the {compound_name__names__noun} {compound_name#}? Answer:<EOI> {Tg_calc#} {Tg_calc__units}.
- What is the {rho_300K_calc__names__noun} of the polymer with the {compound_name__names__noun} {compound_name#}? Answer:<EOI> {rho_300K_calc#} {rho_300K_calc__units}.
- The polymer with the {PSMILES__description} {PSMILES#} has an {Tg_exp__names__noun} of {Tg_exp#} {Tg_exp__units} and a {Tg_calc__names__noun} of {Tg_calc#} {Tg_calc__units}.
- The polymer with the {compound_name__names__noun} {compound_name#} has an {Tg_exp__names__noun} of {Tg_exp#} {Tg_exp__units} and a {Tg_calc__names__noun} of {Tg_calc#} {Tg_calc__units}.
- Compare the {Tg_exp__names__noun} and {Tg_calc__names__noun} for the polymer with the {PSMILES__description} {PSMILES#}. Answer:<EOI> {Tg_exp#} {Tg_exp__units}, {Tg_calc#} {Tg_calc__units}.
- Compare the {Tg_exp__names__noun} and {Tg_calc__names__noun} for the polymer with the {compound_name__names__noun} {compound_name#}. Answer:<EOI> {Tg_exp#} {Tg_exp__units}, {Tg_calc#} {Tg_calc__units}.
- What is the {rho_300K_calc__names__noun} of the polymer with the {PSMILES__description} {PSMILES#} at 300K? Answer:<EOI> {rho_300K_calc#} {rho_300K_calc__units}.
- What is the {rho_300K_calc__names__noun} of the polymer with the {compound_name__names__noun} {compound_name#} at 300K? Answer:<EOI> {rho_300K_calc#} {rho_300K_calc__units}.
- |-
Task: Please answer the multiple choice question.
Question: What is the {Tg_exp__names__noun} of the polymer with the {PSMILES__description} {PSMILES#}?
Constraint: You must pick one of {%multiple_choice_enum%3%aA1}.
Options:
{Tg_exp#}
Answer:<EOI> {%multiple_choice_result}
- |-
Task: Please answer the multiple choice question.
Question: What is the {Tg_calc__names__noun} of the polymer with the {compound_name__names__noun}
{compound_name#}?
Constraint: You must pick one of {%multiple_choice_enum%3%aA1}.
Options:
{Tg_calc#}
Answer:<EOI> {%multiple_choice_result}
- |-
Task: Please answer the multiple choice question.
Question: What is the {rho_300K_calc__names__noun} of the polymer with the {PSMILES__description} {PSMILES#}?
Constraint: You must pick one of {%multiple_choice_enum%3%aA1}.
Options:
{%multiple_choice_enum%3%aA1}
{rho_300K_calc#}
Answer:<EOI> {%multiple_choice_result}
- |-
Task: Please answer the multiple choice question.
Question: What is the {Tg_exp__names__noun} of the polymer with the {compound_name__names__noun} {compound_name#}?
Constraint: You must pick one of {%multiple_choice_enum%3%aA1}.
Options:
{Tg_exp#}
Answer:<EOI> {%multiple_choice_result}
- |-
Question: What is a polymer with a computed glass transition temperature of {Tg_calc#} {Tg_calc__units} and a computed density at 300 K of {rho_300K_calc#} {rho_300K_calc__units}.
Answer: A polymer with {PSMILES__description} {PSMILES#}
Task: Please answer the multiple choice question.
Question: What is the {Tg_calc__names__noun} of the polymer with the {PSMILES__description}
{PSMILES#}?
Constraint: You must pick one of {%multiple_choice_enum%3%aA1}.
Options:
{Tg_calc#}
Answer:<EOI> {%multiple_choice_result}
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