Merge pull request #177 from ToyotaResearchInstitute/bib-capitalization

Bibliography capitalization/formatting improvements

joss/paper.bib

@@ -8,7 +8,7 @@ @article{Kirklin2015
 number = {1},
 pages = {15010},
 publisher = {Nature Publishing Group},
-title = {{The Open Quantum Materials Database (OQMD): assessing the accuracy of DFT formation energies}},
+title = {{The Open Quantum Materials Database (OQMD): Assessing the accuracy of DFT formation energies}},
 url = {http://www.nature.com/articles/npjcompumats201510},
 volume = {1},
 year = {2015}
@@ -59,8 +59,8 @@ @article{Hegde2018
 author = {Hegde, Vinay I. and Aykol, Muratahan and Kirklin, Scott and Wolverton, Christopher},
 eprint = {1808.10869},
 month = {aug},
-title = {{The Phase Diagram of all Inorganic Materials}},
-url = {https://arxiv.org/abs/1808.10869 http://arxiv.org/abs/1808.10869},
+title = {{The phase diagram of all inorganic materials}},
+url = {https://arxiv.org/abs/1808.10869},
 year = {2018}
 }
 
@@ -72,7 +72,7 @@ @article{Aykol2019b
 month = {dec},
 number = {6},
 pages = {1433--1438},
-title = {{The Materials Research Platform: Defining the Requirements from User Stories}},
+title = {{The Materials Research Platform: Defining the requirements from user stories}},
 url = {https://doi.org/10.1016/j.matt.2019.10.024 https://linkinghub.elsevier.com/retrieve/pii/S2590238519302942},
 volume = {1},
 year = {2019}
@@ -86,7 +86,7 @@ @article{Isayev2015
 journal = {Chemistry of Materials},
 month = {feb},
 number = {3},
-title = {{Materials Cartography: Representing and Mining Materials Space Using Structural and Electronic Fingerprints}},
+title = {{Materials Cartography: Representing and mining materials space using structural and electronic fingerprints}},
 url = {http://pubs.acs.org/doi/10.1021/cm503507h https://pubs.acs.org/doi/10.1021/cm503507h},
 volume = {27},
 year = {2015}
@@ -102,7 +102,7 @@ @misc{geojs
 
 @misc{vtkjs,
   author = "Sebastien Jourdain and Ken Martin and Will Schroeder",
-  title = "{v}tk.js: the {Visualization Toolkit on the Web}",
+  title = "{v}tk.js: the {Visualization Toolkit on the web}",
   month = "Oct",
   year = "2017",
   howpublished = "https://blog.kitware.com/vtk-js-the-visualization-toolkit-on-the-web/",
@@ -119,7 +119,7 @@ @article{Gratzl2013
 }
 
 @article{ward2017,
-  title = {Including crystal structure attributes in machine learning models of formation energies via Voronoi tessellations},
+  title = {{Including crystal structure attributes in machine learning models of formation energies via Voronoi tessellations}},
   author = {Ward, Logan and Liu, Ruoqian and Krishna, Amar and Hegde, Vinay I. and Agrawal, Ankit and Choudhary, Alok and Wolverton, Chris},
   journal = {Phys. Rev. B},
   volume = {96},