criteria datasets uncertainty thickness sensitivity

The gap

Supporting evidence — 5 representative gaps

• Standardized extraction of optical band gap and urbach energy in zno and al-doped zno thin films from uv–vis spectra: an in-silico workflow (2026) · doi

  A targeted sensitivity study is needed to identify regimes where EU becomes unstable and to define conservative acceptance/rejection criteria for experimental datasets, considering noise level, baseline drift magnitude, and thickness uncertainty.

  Keywords: targeted sensitivity needed identify regimes becomes unstable define conservative acceptance rejection criteria experimental datasets considering
• Standardized extraction of optical band gap and urbach energy in zno and al-doped zno thin films from uv–vis spectra: an in-silico workflow (2026) · doi

  Future work should validate the workflow on measured UV–Vis and ellipsometry datasets, extend the model to interference/scattering corrections, and test sensitivity to thickness uncertainty and alternative objective window-selection criteria.

  Keywords: future validate workflow measured ellipsometry datasets extend model interference scattering corrections test sensitivity thickness uncertainty
• Dynamic strain-gradient-induced polarization and nonlinear electromechanical coupling in noncentrosymmetric quantum oxide crystals (2026) · doi

  A targeted sensitivity study is needed to identify regimes where Urbach energy becomes unstable and to define conservative acceptance/rejection criteria for experimental datasets, specifically examining noise level, baseline drift magnitude, and thickness uncertainty.

  Keywords: targeted sensitivity needed identify regimes urbach energy becomes unstable define conservative acceptance rejection criteria experimental
• Dynamic strain-gradient-induced polarization and nonlinear electromechanical coupling in noncentrosymmetric quantum oxide crystals (2026) · doi

  Future work should validate the workflow on measured UV–Vis and, where available, reflectance/ellipsometry datasets.

  Keywords: future validate workflow measured available reflectance ellipsometry datasets
• Dynamic strain-gradient-induced polarization and nonlinear electromechanical coupling in noncentrosymmetric quantum oxide crystals (2026) · doi

  Sensitivity to thickness uncertainty and alternative objective window-selection criteria require testing.

  Keywords: sensitivity thickness uncertainty alternative objective window selection criteria require testing