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    <title>Gold Catalysis | Yassir Boulaamane</title>
    <link>https://yboulaamane.github.io/tags/gold-catalysis/</link>
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    <description>Gold Catalysis</description>
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      <title>Gold Catalysis</title>
      <link>https://yboulaamane.github.io/tags/gold-catalysis/</link>
    </image>
    
    <item>
      <title>DFT Reproduction of Gold(III)-Mediated Selenocysteine Arylation: An ORCA Tutorial</title>
      <link>https://yboulaamane.github.io/blog/reproducing-transition-metal-catalyzed-mechanisms-dft-tutorial/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 +0000</pubDate>
      <guid>https://yboulaamane.github.io/blog/reproducing-transition-metal-catalyzed-mechanisms-dft-tutorial/</guid>
      <description>&lt;p&gt;In computational organometallic chemistry, reaction pathways are characterized by locating key stationary points (reactants, intermediates, transition states, and products) on the Born-Oppenheimer potential energy surface (PES). The absolute quantum mechanical total energies ($G_{\text{sol}}$ in Hartrees) are converted to relative Gibbs free energies ($\Delta G$ in kcal/mol) to evaluate reaction feasibility, barriers, and thermodynamic driving forces.&lt;/p&gt;
&lt;p&gt;This tutorial outlines a step-by-step protocol to reproduce the key C-Se reductive elimination and ligand rearrangement step in gold(III)-mediated selenocysteine (Sec) arylation. The calculations reproduce the energetics reported in the literature (&lt;em&gt;Free Radic. Biol. Med.&lt;/em&gt; 2026, 247, 139–156), comparing the coordinated gold(III)-selenolate intermediate (&lt;strong&gt;Int 1&lt;/strong&gt;) with the reductively eliminated gold(I)-bound arylated product complex (&lt;strong&gt;PC&lt;/strong&gt;).&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;computational-workflow-overview&#34;&gt;Computational Workflow Overview&lt;/h2&gt;
&lt;p&gt;The multi-stage computational protocol follows standard quantum chemical best practices to balance computational cost and accuracy:&lt;/p&gt;

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&lt;hr&gt;
&lt;h2 id=&#34;1-executive-summary&#34;&gt;1. Executive Summary&lt;/h2&gt;
&lt;p&gt;This study documents the computational reproduction of the gold(III)-mediated selenocysteine arylation step reported in literature (&lt;em&gt;Free Radic. Biol. Med.&lt;/em&gt; 2026, 247, 139–156). Calculations model the reaction pathway from the coordinated gold(III)-selenolate intermediate (&lt;strong&gt;Int 1&lt;/strong&gt;) to the reductively eliminated gold(I)-bound arylated product complex (&lt;strong&gt;PC&lt;/strong&gt;) with the release of a chloride leaving ligand.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Published Literature $\Delta G_{\text{Int 1} \rightarrow \text{PC}}$:&lt;/strong&gt; -20.40 kcal/mol&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Calculated ORCA DFT $\Delta G_{\text{Int 1} \rightarrow \text{PC}}$:&lt;/strong&gt; -19.44 kcal/mol&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Agreement:&lt;/strong&gt; Within 0.96 kcal/mol ($\Delta\Delta G$)&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id=&#34;2-computational-methods&#34;&gt;2. Computational Methods&lt;/h2&gt;
&lt;h3 id=&#34;software-stack&#34;&gt;Software Stack&lt;/h3&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Quantum Chemistry Engine:&lt;/strong&gt; ORCA (version 6.1.1)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Pre-optimization Engine:&lt;/strong&gt; GFN2-xTB (version 6.7.0)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Structure Conversion:&lt;/strong&gt; OpenBabel (version 3.1.1)&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id=&#34;environment-configuration&#34;&gt;Environment Configuration&lt;/h3&gt;
&lt;p&gt;Ensure proper path exports for the ORCA binaries and shared libraries before initiating parallel runs:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;export&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;PATH&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;/path/to/orca:/path/to/xtb/bin:&lt;span class=&#34;nv&#34;&gt;$PATH&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;export&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;LD_LIBRARY_PATH&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;/path/to/orca/lib:&lt;span class=&#34;nv&#34;&gt;$LD_LIBRARY_PATH&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;export&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;OMPI_MCA_rmaps_base_oversubscribe&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;m&#34;&gt;1&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id=&#34;3-four-stage-computational-protocol&#34;&gt;3. Four-Stage Computational Protocol&lt;/h2&gt;
&lt;h3 id=&#34;stage-1-semi-empirical-pre-optimization-gfn2-xtb&#34;&gt;Stage 1: Semi-Empirical Pre-Optimization (GFN2-xTB)&lt;/h3&gt;
&lt;p&gt;Starting DFT optimizations directly from raw Cartesian coordinates or 2D layouts is computationally expensive and prone to convergence failure. GFN2-xTB is a fast tight-binding semi-empirical method that provides accurate initial geometries for all elements up to $Z=86$, establishing a stable starting point for the subsequent DFT calculations.&lt;/p&gt;
&lt;h3 id=&#34;stage-2-density-functional-theory-optimization-m06&#34;&gt;Stage 2: Density Functional Theory Optimization (M06)&lt;/h3&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Functional (M06):&lt;/strong&gt; A hybrid meta-GGA functional developed by Zhao and Truhlar, parameterized for transition-metal organometallics, non-covalent interactions, and thermochemical calculations.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Basis Set (def2-TZVP):&lt;/strong&gt; Ahlrichs triple-zeta valence basis set with polarization functions. Transition metals and heavy elements (such as Au and Se) utilize relativistic Effective Core Potentials (def2-ECP) to replace core electrons and account for scalar relativistic effects.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Solvation (CPCM):&lt;/strong&gt; The Conductor-like Polarizable Continuum Model simulates implicit solvation (modeled as water with $\epsilon = 80.15$).&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id=&#34;stage-3-frequency--thermochemical-correction&#34;&gt;Stage 3: Frequency &amp;amp; Thermochemical Correction&lt;/h3&gt;
&lt;p&gt;Calculating the Hessian matrix (second derivatives of energy with respect to coordinate changes) provides the harmonic vibrational frequencies of the optimized structures. This step validates that the structure is a true minimum (zero imaginary frequencies) and yields the thermal correction to Gibbs free energy ($G_{\text{corr}}$) incorporating Zero-Point Vibrational Energy (ZPVE), enthalpy, and entropy contributions at 298.15 K.&lt;/p&gt;
&lt;h3 id=&#34;stage-4-single-point-energy-refinement&#34;&gt;Stage 4: Single-Point Energy Refinement&lt;/h3&gt;
&lt;p&gt;To improve energy accuracy, a single-point energy calculation ($E_{\text{elec}}^{\text{SP}}$) is performed on the optimized geometry using a larger basis set containing diffuse (&lt;code&gt;++&lt;/code&gt;) and multiple polarization functions (&lt;code&gt;6-311++G(2df,2p)&lt;/code&gt;). The final solvated free energy is defined by:&lt;/p&gt;
$$G_{\text{sol}} = E_{\text{elec}}^{\text{SP}} + G_{\text{corr}}$$&lt;hr&gt;
&lt;h2 id=&#34;4-step-by-step-practical-protocol&#34;&gt;4. Step-by-Step Practical Protocol&lt;/h2&gt;
&lt;h3 id=&#34;step-1-structure-conversion&#34;&gt;Step 1: Structure Conversion&lt;/h3&gt;
&lt;p&gt;Convert the 2D structures into Cartesian coordinates using OpenBabel:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Convert reactant intermediate (Int 1)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;obabel int1_test.mol -O int1_3d.xyz --gen3d
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Convert product complex (PC)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;obabel pc_test.mol -O pc_3d.xyz --gen3d
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id=&#34;step-2-semi-empirical-pre-optimization&#34;&gt;Step 2: Semi-Empirical Pre-Optimization&lt;/h3&gt;
&lt;p&gt;Run pre-optimizations to refine geometry:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Optimize reactant intermediate (Int 1)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;xtb int1_3d.xyz --opt --chrg -1 --uhf &lt;span class=&#34;m&#34;&gt;0&lt;/span&gt; &amp;gt; xtb_int1.log 2&amp;gt;&lt;span class=&#34;p&#34;&gt;&amp;amp;&lt;/span&gt;&lt;span class=&#34;m&#34;&gt;1&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;cp xtbopt.xyz int1_xtbopt.xyz
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Optimize product complex (PC)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;xtb pc_3d.xyz --opt --chrg -1 --uhf &lt;span class=&#34;m&#34;&gt;0&lt;/span&gt; &amp;gt; xtb_pc.log 2&amp;gt;&lt;span class=&#34;p&#34;&gt;&amp;amp;&lt;/span&gt;&lt;span class=&#34;m&#34;&gt;1&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;cp xtbopt.xyz pc_xtbopt.xyz
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id=&#34;step-3-dft-geometry-optimization--frequencies-in-orca&#34;&gt;Step 3: DFT Geometry Optimization &amp;amp; Frequencies in ORCA&lt;/h3&gt;
&lt;p&gt;Create the ORCA input files (&lt;code&gt;orca_int1.inp&lt;/code&gt; and &lt;code&gt;orca_pc.inp&lt;/code&gt;) with the following block:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;! M06 CPCM(Water) def2-TZVP def2-ECP RIJCOSX Opt Freq
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;%pal nprocs 6 end
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;%maxcore 3000
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;* xyzfile -1 1 int1_xtbopt.xyz
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Execute the optimization jobs:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Run Int 1 calculation&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;orca orca_int1.inp &amp;gt; orca_int1.out 2&amp;gt;&lt;span class=&#34;p&#34;&gt;&amp;amp;&lt;/span&gt;&lt;span class=&#34;m&#34;&gt;1&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;&amp;amp;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Run PC calculation&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;orca orca_pc.inp &amp;gt; orca_pc.out 2&amp;gt;&lt;span class=&#34;p&#34;&gt;&amp;amp;&lt;/span&gt;&lt;span class=&#34;m&#34;&gt;1&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;&amp;amp;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id=&#34;step-4-single-point-energy-refinement&#34;&gt;Step 4: Single-Point Energy Refinement&lt;/h3&gt;
&lt;p&gt;Create the input file for single-point refinement using the coordinates of the optimized geometry:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;! M06 CPCM(Water) 6-311++G(2df,2p) def2-ECP RIJCOSX
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;%basis
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  NewGTO Au &amp;#34;def2-TZVP&amp;#34; end
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  NewECP Au &amp;#34;def2-ECP&amp;#34; end
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;end
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;%pal nprocs 6 end
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;%maxcore 3000
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;* xyzfile -1 1 optimized_int1.xyz
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id=&#34;5-calculation-results--energy-summary&#34;&gt;5. Calculation Results &amp;amp; Energy Summary&lt;/h2&gt;
&lt;h3 id=&#34;51-absolute-orca-energies-hartrees&#34;&gt;5.1 Absolute ORCA Energies (Hartrees)&lt;/h3&gt;
&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th style=&#34;text-align: left&#34;&gt;Species&lt;/th&gt;
          &lt;th style=&#34;text-align: center&#34;&gt;$E_{\text{elec}}$ (def2-TZVP)&lt;/th&gt;
          &lt;th style=&#34;text-align: center&#34;&gt;$E_{\text{elec}}^{\text{SP}}$ (6-311++G)&lt;/th&gt;
          &lt;th style=&#34;text-align: center&#34;&gt;$G_{\text{corr}}$ (298.15 K)&lt;/th&gt;
          &lt;th style=&#34;text-align: center&#34;&gt;Absolute $G_{\text{sol}}$&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;Intermediate 1 (Int 1)&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-3991.78970176 $E_h$&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-3991.80208767 $E_h$&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;+0.27892271 $E_h$&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-3991.51077905 $E_h$&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;Product Complex (PC)&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-4451.50404801 $E_h$&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-4451.41489781 $E_h$&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;+0.27046657 $E_h$&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-4451.23358144 $E_h$&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;Chloride Leaving Group ($Cl^-$)&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-460.36831711 $E_h$&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-460.36831711 $E_h$&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-0.01350000 $E_h$&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-460.38181711 $E_h$&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h3 id=&#34;52-reaction-step-thermochemistry-&#34;&gt;5.2 Reaction Step Thermochemistry ($\Delta G$)&lt;/h3&gt;
&lt;p&gt;The net free energy change of the reaction step is calculated as:&lt;/p&gt;
$$\Delta G_{\text{Int 1} \rightarrow \text{PC}} = G_{\text{sol}}(\text{PC}) + G_{\text{sol}}(\text{Cl}^-) - G_{\text{sol}}(\text{Int 1})$$&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th style=&#34;text-align: left&#34;&gt;Parameter&lt;/th&gt;
          &lt;th style=&#34;text-align: center&#34;&gt;Calculated DFT Value&lt;/th&gt;
          &lt;th style=&#34;text-align: center&#34;&gt;Literature Benchmark&lt;/th&gt;
          &lt;th style=&#34;text-align: center&#34;&gt;Deviation ($\Delta\Delta G$)&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;Int 1 Free Energy&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;Baseline&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-16.45 kcal/mol&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;PC Free Energy&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;Refined&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-36.85 kcal/mol&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;Net Step Free Energy ($\Delta G_{\text{step}}$)&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-19.44 kcal/mol&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;-20.40 kcal/mol&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;+0.96 kcal/mol&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h2 id=&#34;takeaways&#34;&gt;Takeaways&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Semi-empirical pre-optimization (GFN2-xTB)&lt;/strong&gt; reduces geometry optimization failure rates and saves computational resources in transition-metal systems.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Effective Core Potentials (ECPs)&lt;/strong&gt; are required for elements in the lower periods (such as gold) to describe relativistic effects on core electrons.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Large basis set single-point refinement&lt;/strong&gt; is essential to obtain thermodynamically accurate reaction free energies ($\Delta G$) that agree with published literature.&lt;/li&gt;
&lt;/ul&gt;
</description>
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