Energy Sciences

eScholarship stats: Breakdown by Item for May through August, 2026

Item	Title	Total requests	Download	View-only	%Dnld
6qb0x6rr	CHGNet as a pretrained universal neural network potential for charge-informed atomistic modelling	1,173	157	1,016	13.4%
50q3c70b	Additive‐Free, Low‐Temperature Crystallization of Stable α‐FAPbI3 Perovskite	996	556	440	55.8%
3h26p692	Commentary: The Materials Project: A materials genome approach to accelerating materials innovation	959	361	598	37.6%
30v0j6cc	Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis	756	379	377	50.1%
3qh0q56c	A Night-Time Edge Site Intermediate in the Cyanobacterial Circadian Clock Identified by EPR Spectroscopy	631	544	87	86.2%
6q92n2qh	Non-topotactic reactions enable high rate capability in Li-rich cathode materials	561	436	125	77.7%
7zz1s3tj	Systematic softening in universal machine learning interatomic potentials	546	160	386	29.3%
0r27j85x	Machine Learning for Materials Scientists: An Introductory Guide toward Best Practices	530	343	187	64.7%
2071m426	Magnetism in curved geometries	528	420	108	79.5%
163455hr	Elementary Decomposition Mechanisms of Lithium Hexafluorophosphate in Battery Electrolytes and Interphases	472	285	187	60.4%
9956r7bv	Chiral Spin Textures in Amorphous Iron–Germanium Thick Films	457	384	73	84.0%
0sj353dg	Benchmarking Coordination Number Prediction Algorithms on Inorganic Crystal Structures	452	312	140	69.0%
8jz4q19m	Quantifying the topology of magnetic skyrmions in three dimensions	439	118	321	26.9%
56p5h7h0	Structured information extraction from scientific text with large language models	426	292	134	68.5%
65v9z5vp	Accelerating the discovery of materials for clean energy in the era of smart automation	418	234	184	56.0%
24j1v5gc	High-throughput determination of Hubbard U and Hund J values for transition metal oxides via the linear response formalism	392	244	148	62.2%
7r45h4mf	Named Entity Recognition and Normalization Applied to Large-Scale Information Extraction from the Materials Science Literature	387	216	171	55.8%
3mw6z1kr	Designing transparent conductors using forbidden optical transitions	366	298	68	81.4%
3s8825bm	Tuning the Solvation Structure in Aqueous Zinc Batteries to Maximize Zn-Ion Intercalation and Optimize Dendrite-Free Zinc Plating	357	186	171	52.1%
6h09z7vt	2024 roadmap on magnetic microscopy techniques and their applications in materials science	354	245	109	69.2%
05w4083s	Evidence of Spin Frustration in a Vanadium Diselenide Monolayer Magnet	353	265	88	75.1%
2qw922pr	New insights into Mn2+ and Mg2+ inhibition of calcite growth	347	198	149	57.1%
4s83d14r	A database to enable discovery and design of piezoelectric materials	344	206	138	59.9%
9wh4m06t	Kinetics of D/H isotope fractionation between molecular hydrogen and water	336	70	266	20.8%
0r07n4xk	Aimsgb: An algorithm and open-source python library to generate periodic grain boundary structures	300	149	151	49.7%
51f6j8fd	FireWorks: a dynamic workflow system designed for high‐throughput applications	300	99	201	33.0%
9m45379b	Database of ab initio L-edge X-ray absorption near edge structure	300	232	68	77.3%
4zn0m4nd	Submonomer synthesis of sequence defined peptoids with diverse side-chains	298	176	122	59.1%
17g8k1pz	Automated Adsorption Workflow for Semiconductor Surfaces and the Application to Zinc Telluride	293	197	96	67.2%
9p5140p2	Anomalous metal segregation in lithium-rich material provides design rules for stable cathode in lithium-ion battery	288	187	101	64.9%
0583t2m3	Enabling selective zinc-ion intercalation by a eutectic electrolyte for practical anodeless zinc batteries	285	195	90	68.4%
9fm3h2p6	Magnetism in curved geometries	281	130	151	46.3%
00k5w696	Curvature Induced Modifications of Chirality and Magnetic Configuration in Perpendicular Films	280	214	66	76.4%
4s02m49q	Tin Metal Improves the Lithiation Kinetics of High-Capacity Silicon Anodes	280	202	78	72.1%
1tz584tz	A Review on Challenges and Successes in Atomic-Scale Design of Catalysts for Electrochemical Synthesis of Hydrogen Peroxide	278	204	74	73.4%
6rq9447b	Phonon-Induced Localization of Excitons in Molecular Crystals from First Principles	268	141	127	52.6%
9ts2x2wh	High-throughput Computational Study of Halide Double Perovskite Inorganic Compounds	267	175	92	65.5%
2sw1k2zb	Uncharted Waters: Super-Concentrated Electrolytes	266	63	203	23.7%
9sk025ms	Elucidating the structure of the magnesium aluminum chloride complex electrolyte for magnesium-ion batteries	266	153	113	57.5%
7b74x1fj	Using Biomimetic Polymers in Place of Noncollagenous Proteins to Achieve Functional Remineralization of Dentin Tissues	258	203	55	78.7%
9rd59995	Thermodynamic limit for synthesis of metastable inorganic materials	256	94	162	36.7%
0kf312br	Evaluating Cryo‐TEM Reconstruction Accuracy of Self‐Assembled Polymer Nanostructures	253	148	105	58.5%
1xf1k15d	Wide Band Gap Chalcogenide Semiconductors	252	63	189	25.0%
54v5q2rm	Spin-orbit torque-driven skyrmion dynamics revealed by time-resolved X-ray microscopy	250	112	138	44.8%
4k1421zn	Computational Approach for Epitaxial Polymorph Stabilization through Substrate Selection	245	176	69	71.8%
9bs4921x	Onsager Transport Coefficients and Transference Numbers in Polyelectrolyte Solutions and Polymerized Ionic Liquids	244	116	128	47.5%
7kf579nr	Isotopic fractionation accompanying CO2 hydroxylation and carbonate precipitation from high pH waters at The Cedars, California, USA	239	143	96	59.8%
4s5599qn	Interface-induced phenomena in magnetism	238	91	147	38.2%
4tt2h2z2	Discretized evolution of solitons in the achiral stripe phase of a Fe/Gd thin film	236	165	71	69.9%
1td7g831	A graph-based network for predicting chemical reaction pathways in solid-state materials synthesis	234	139	95	59.4%

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