110 PBE method in disclaimer, 110 by default

app.py

@@ -188,7 +188,7 @@ elements_input = gr.Textbox(
 #     minimum=0, maximum=1, value=0.1, label="Maximum Energy Above Hull (eV)"
 # )
 energy_correction_dropdown = gr.Dropdown(
-    choices=["Database specific, or MP2020", "The 110 PBE Method"],
+    choices=["The 110 PBE Method", "Database specific, or MP2020",],
     label="Energy correction",
 )
 plot_style_dropdown = gr.Dropdown(choices=["2D", "3D"], label="Plot Style")
@@ -204,11 +204,14 @@ warning_message += " scheme will be standardized in a soon to be released update
 warning_message += " now please take caution when analyzing the results of this"
 warning_message += " application."
 
+warning_message += "<br> Additionally, we have provided the 110 PBE correction method"
+warning_message += " from <a href='https://chemrxiv.org/engage/api-gateway/chemrxiv/assets/orp/resource/item/67252d617be152b1d0b2c1ef/original/a-simple-linear-relation-solves-unphysical-dft-energy-corrections.pdf' target='_blank'>Rohr et al (2024)</a>.<br>"
+
 message = '<div class="alert"><span class="closebtn" onclick="this.parentElement.style.display="none";">&times;</span>{}</div>Generate a phase diagram for a set of elements using LeMat-Bulk data.'.format(
     warning_message
 )
 message += (
-    "<br>Built with <a href='https://pymatgen.org/' target='_blank'>Pymatgen</a>.<br>"
+    "<br>Built with <a href='https://pymatgen.org/' target='_blank'>Pymatgen</a> and  <a href='https://docs.crystaltoolkit.org/' target='_blank'>Crystal Toolkit</a>.<br>"
 )
 
 # Create Gradio interface