Related Experiment Video
Updated: May 23, 2026

Generating the Transcriptional Regulation View of Transcriptomic Features for Prediction Task and Dark Biomarker Detection on Small Datasets
Published on: March 1, 2024
The SAMPL3 blind prediction challenge: transfer energy overview.
Matthew T Geballe1, J Peter Guthrie
1OpenEye Scientific Software, Santa Fe, NM 87508, USA. geballem@gmail.com
Accurately predicting solvation free energies for chlorinated molecules is challenging. Current computational methods struggle with highly chlorinated compounds, showing consistent errors in transfer energy predictions.
Area of Science:
- Computational chemistry
- Environmental science
- Physical chemistry
Background:
- Accurate prediction of solvation free energy is crucial for modeling aqueous molecular interactions.
- Chlorinated organic compounds are prevalent in various environmental and industrial applications.
- Understanding solvation behavior is key to assessing environmental fate and toxicity.
Purpose of the Study:
- To evaluate the performance of computational solvation models in predicting transfer energies for chlorinated compounds.
- To identify challenges in modeling solvation for molecules with increasing chlorination.
- To assess the accuracy of current methods within the framework of the SAMPL3 challenge.
Main Methods:
- Gathering literature data on transfer energies for chlorinated ethane, biphenyl, and dibenzo-p-dioxin series.
- Utilizing a blinded prediction challenge (SAMPL3) to test computational solvation methods.
- Comparing predicted transfer energies against experimental or reference values.
Main Results:
- Computational methods demonstrated difficulty in accurately predicting transfer energies for more highly chlorinated compounds.
- A consistent directional error was observed across various methods for these challenging molecules.
- The study highlighted limitations in current computational approaches for complex solvation scenarios.
Conclusions:
- Existing computational solvation models require improvement to handle highly chlorinated organic molecules effectively.
- Further development is needed to address the systematic errors observed in transfer energy predictions.
- This work provides valuable insights for refining computational chemistry tools for environmental and chemical applications.
Related Concept Videos
Energy Conservation and Bernoulli's Equation
All the terms in the equation have the dimension of energy per unit volume. The kinetic energy per unit volume is called the kinetic energy density, and the potential energy per unit volume is...
What is Energy?
Conservation of Energy: Application
Blind Procedures
Application of the Energy Equation
Energy Stored in a Capacitor: Problem Solving
Capacitor-discharge ignition is a type of ignition system commonly found in small engines where the energy released from a capacitor ignites an induction coil that, in turn, fires the spark plug.
To calculate the energy stored in a capacitor of...