Energy Sciences

eScholarship stats: Breakdown by Item for June through September, 2026

Item	Title	Total requests	Download	View-only	%Dnld
6qb0x6rr	CHGNet as a pretrained universal neural network potential for charge-informed atomistic modelling	1,289	147	1,142	11.4%
3h26p692	Commentary: The Materials Project: A materials genome approach to accelerating materials innovation	939	385	554	41.0%
50q3c70b	Additive‐Free, Low‐Temperature Crystallization of Stable α‐FAPbI3 Perovskite	844	404	440	47.9%
30v0j6cc	Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis	796	396	400	49.7%
7zz1s3tj	Systematic softening in universal machine learning interatomic potentials	664	163	501	24.5%
0r27j85x	Machine Learning for Materials Scientists: An Introductory Guide toward Best Practices	555	361	194	65.0%
6q92n2qh	Non-topotactic reactions enable high rate capability in Li-rich cathode materials	552	347	205	62.9%
163455hr	Elementary Decomposition Mechanisms of Lithium Hexafluorophosphate in Battery Electrolytes and Interphases	463	252	211	54.4%
9956r7bv	Chiral Spin Textures in Amorphous Iron–Germanium Thick Films	451	318	133	70.5%
3qh0q56c	A Night-Time Edge Site Intermediate in the Cyanobacterial Circadian Clock Identified by EPR Spectroscopy	432	369	63	85.4%
56p5h7h0	Structured information extraction from scientific text with large language models	431	280	151	65.0%
8jz4q19m	Quantifying the topology of magnetic skyrmions in three dimensions	406	97	309	23.9%
65v9z5vp	Accelerating the discovery of materials for clean energy in the era of smart automation	389	231	158	59.4%
2071m426	Magnetism in curved geometries	371	325	46	87.6%
7r45h4mf	Named Entity Recognition and Normalization Applied to Large-Scale Information Extraction from the Materials Science Literature	358	205	153	57.3%
0sj353dg	Benchmarking Coordination Number Prediction Algorithms on Inorganic Crystal Structures	340	227	113	66.8%
51f6j8fd	FireWorks: a dynamic workflow system designed for high‐throughput applications	339	52	287	15.3%
24j1v5gc	High-throughput determination of Hubbard U and Hund J values for transition metal oxides via the linear response formalism	331	207	124	62.5%
2qw922pr	New insights into Mn2+ and Mg2+ inhibition of calcite growth	323	173	150	53.6%
54v5q2rm	Spin-orbit torque-driven skyrmion dynamics revealed by time-resolved X-ray microscopy	309	102	207	33.0%
05w4083s	Evidence of Spin Frustration in a Vanadium Diselenide Monolayer Magnet	308	244	64	79.2%
9wh4m06t	Kinetics of D/H isotope fractionation between molecular hydrogen and water	286	38	248	13.3%
3s8825bm	Tuning the Solvation Structure in Aqueous Zinc Batteries to Maximize Zn-Ion Intercalation and Optimize Dendrite-Free Zinc Plating	282	162	120	57.4%
3mw6z1kr	Designing transparent conductors using forbidden optical transitions	279	235	44	84.2%
9ts2x2wh	High-throughput Computational Study of Halide Double Perovskite Inorganic Compounds	270	189	81	70.0%
6h09z7vt	2024 roadmap on magnetic microscopy techniques and their applications in materials science	264	184	80	69.7%
4zn0m4nd	Submonomer synthesis of sequence defined peptoids with diverse side-chains	260	155	105	59.6%
4s83d14r	A database to enable discovery and design of piezoelectric materials	255	179	76	70.2%
1tz584tz	A Review on Challenges and Successes in Atomic-Scale Design of Catalysts for Electrochemical Synthesis of Hydrogen Peroxide	251	184	67	73.3%
17g8k1pz	Automated Adsorption Workflow for Semiconductor Surfaces and the Application to Zinc Telluride	248	148	100	59.7%
3zx8g1pz	Circularity in mixed-plastic chemical recycling enabled by variable rates of polydiketoenamine hydrolysis	246	98	148	39.8%
6rq9447b	Phonon-Induced Localization of Excitons in Molecular Crystals from First Principles	243	131	112	53.9%
9bs4921x	Onsager Transport Coefficients and Transference Numbers in Polyelectrolyte Solutions and Polymerized Ionic Liquids	237	108	129	45.6%
9rd59995	Thermodynamic limit for synthesis of metastable inorganic materials	237	86	151	36.3%
4s5599qn	Interface-induced phenomena in magnetism	232	81	151	34.9%
4k1421zn	Computational Approach for Epitaxial Polymorph Stabilization through Substrate Selection	231	168	63	72.7%
4s02m49q	Tin Metal Improves the Lithiation Kinetics of High-Capacity Silicon Anodes	230	155	75	67.4%
2sw1k2zb	Uncharted Waters: Super-Concentrated Electrolytes	226	65	161	28.8%
4tt2h2z2	Discretized evolution of solitons in the achiral stripe phase of a Fe/Gd thin film	226	160	66	70.8%
9fm3h2p6	Magnetism in curved geometries	224	117	107	52.2%
0kf312br	Evaluating Cryo‐TEM Reconstruction Accuracy of Self‐Assembled Polymer Nanostructures	223	115	108	51.6%
0583t2m3	Enabling selective zinc-ion intercalation by a eutectic electrolyte for practical anodeless zinc batteries	221	141	80	63.8%
00k5w696	Curvature Induced Modifications of Chirality and Magnetic Configuration in Perpendicular Films	217	162	55	74.7%
9m45379b	Database of ab initio L-edge X-ray absorption near edge structure	216	138	78	63.9%
04v8w93v	Reconfigurable ferromagnetic liquid droplets	214	78	136	36.4%
0r07n4xk	Aimsgb: An algorithm and open-source python library to generate periodic grain boundary structures	210	110	100	52.4%
9p5140p2	Anomalous metal segregation in lithium-rich material provides design rules for stable cathode in lithium-ion battery	207	146	61	70.5%
1869s5ws	Discovery of a Peptoid-Based Nanoparticle Platform for Therapeutic mRNA Delivery via Diverse Library Clustering and Structural Parametrization	206	142	64	68.9%
9sk025ms	Elucidating the structure of the magnesium aluminum chloride complex electrolyte for magnesium-ion batteries	206	122	84	59.2%
6c66k0mz	Ferromagnet/Two-Dimensional Semiconducting Transition-Metal Dichalcogenide Interface with Perpendicular Magnetic Anisotropy	200	118	82	59.0%

Top

Note: Due to the evolving nature of web traffic, the data presented here should be considered approximate and subject to revision. Learn more.