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How are the application suitability scores calculated?

Material Properties
application-scores
suitability
screening

Application suitability scores (0-100) are heuristic estimates of how well a material might perform for a specific engineering application. They are NOT definitive predictions.

Methodology

Each application has a scoring function that:

  1. Checks hard requirements (e.g., solar absorbers must have band gap > 0.5 eV)
  2. Computes a weighted distance from ideal property values
  3. Normalizes to a 0-100 scale

Example: Solar Score

The solar absorber score considers:

  • Band gap proximity to 1.34 eV (Shockley-Queisser optimum): 50% weight
  • Direct vs. indirect gap bonus: 20% weight
  • Thermodynamic stability (low Ehull): 20% weight
  • Light element preference (lower density): 10% weight

Limitations

  • Based only on bulk computed properties
  • Does not account for defect chemistry, surfaces, or interfaces
  • Does not consider synthesis feasibility, cost, or toxicity
  • Scores are relative rankings, not absolute performance predictions

Use scores for initial screening, then validate with detailed calculations or experiments.

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