Energy Sciences

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

Item	Title	Total requests	2026-08	2026-07	2026-06	2026-05
6qb0x6rr	CHGNet as a pretrained universal neural network potential for charge-informed atomistic modelling	1,173	545	269	272	87
50q3c70b	Additive‐Free, Low‐Temperature Crystallization of Stable α‐FAPbI3 Perovskite	996	295	141	325	235
3h26p692	Commentary: The Materials Project: A materials genome approach to accelerating materials innovation	959	257	189	275	238
30v0j6cc	Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis	756	200	230	155	171
3qh0q56c	A Night-Time Edge Site Intermediate in the Cyanobacterial Circadian Clock Identified by EPR Spectroscopy	631	92	100	191	248
6q92n2qh	Non-topotactic reactions enable high rate capability in Li-rich cathode materials	561	111	118	162	170
7zz1s3tj	Systematic softening in universal machine learning interatomic potentials	546	279	62	97	108
0r27j85x	Machine Learning for Materials Scientists: An Introductory Guide toward Best Practices	530	170	146	112	102
2071m426	Magnetism in curved geometries	528	69	95	148	216
163455hr	Elementary Decomposition Mechanisms of Lithium Hexafluorophosphate in Battery Electrolytes and Interphases	472	127	101	109	135
9956r7bv	Chiral Spin Textures in Amorphous Iron–Germanium Thick Films	457	66	105	144	142
0sj353dg	Benchmarking Coordination Number Prediction Algorithms on Inorganic Crystal Structures	452	77	78	98	199
8jz4q19m	Quantifying the topology of magnetic skyrmions in three dimensions	439	278	33	55	73
56p5h7h0	Structured information extraction from scientific text with large language models	426	111	113	92	110
65v9z5vp	Accelerating the discovery of materials for clean energy in the era of smart automation	418	95	130	83	110
24j1v5gc	High-throughput determination of Hubbard U and Hund J values for transition metal oxides via the linear response formalism	392	69	72	126	125
7r45h4mf	Named Entity Recognition and Normalization Applied to Large-Scale Information Extraction from the Materials Science Literature	387	100	90	91	106
3mw6z1kr	Designing transparent conductors using forbidden optical transitions	366	59	68	97	142
3s8825bm	Tuning the Solvation Structure in Aqueous Zinc Batteries to Maximize Zn-Ion Intercalation and Optimize Dendrite-Free Zinc Plating	357	39	82	126	110
6h09z7vt	2024 roadmap on magnetic microscopy techniques and their applications in materials science	354	47	53	101	153
05w4083s	Evidence of Spin Frustration in a Vanadium Diselenide Monolayer Magnet	353	59	88	109	97
2qw922pr	New insights into Mn2+ and Mg2+ inhibition of calcite growth	347	81	71	101	94
4s83d14r	A database to enable discovery and design of piezoelectric materials	344	74	43	84	143
9wh4m06t	Kinetics of D/H isotope fractionation between molecular hydrogen and water	336	67	58	96	115
0r07n4xk	Aimsgb: An algorithm and open-source python library to generate periodic grain boundary structures	300	56	53	53	138
51f6j8fd	FireWorks: a dynamic workflow system designed for high‐throughput applications	300	98	48	43	111
9m45379b	Database of ab initio L-edge X-ray absorption near edge structure	300	52	73	47	128
4zn0m4nd	Submonomer synthesis of sequence defined peptoids with diverse side-chains	298	92	55	69	82
17g8k1pz	Automated Adsorption Workflow for Semiconductor Surfaces and the Application to Zinc Telluride	293	41	48	103	101
9p5140p2	Anomalous metal segregation in lithium-rich material provides design rules for stable cathode in lithium-ion battery	288	40	43	82	123
0583t2m3	Enabling selective zinc-ion intercalation by a eutectic electrolyte for practical anodeless zinc batteries	285	45	54	86	100
9fm3h2p6	Magnetism in curved geometries	281	69	35	79	98
00k5w696	Curvature Induced Modifications of Chirality and Magnetic Configuration in Perpendicular Films	280	56	41	73	110
4s02m49q	Tin Metal Improves the Lithiation Kinetics of High-Capacity Silicon Anodes	280	50	62	71	97
1tz584tz	A Review on Challenges and Successes in Atomic-Scale Design of Catalysts for Electrochemical Synthesis of Hydrogen Peroxide	278	60	54	79	85
6rq9447b	Phonon-Induced Localization of Excitons in Molecular Crystals from First Principles	268	58	42	87	81
9ts2x2wh	High-throughput Computational Study of Halide Double Perovskite Inorganic Compounds	267	91	54	52	70
2sw1k2zb	Uncharted Waters: Super-Concentrated Electrolytes	266	56	53	73	84
9sk025ms	Elucidating the structure of the magnesium aluminum chloride complex electrolyte for magnesium-ion batteries	266	36	42	103	85
7b74x1fj	Using Biomimetic Polymers in Place of Noncollagenous Proteins to Achieve Functional Remineralization of Dentin Tissues	258	15	30	50	163
9rd59995	Thermodynamic limit for synthesis of metastable inorganic materials	256	75	35	68	78
0kf312br	Evaluating Cryo‐TEM Reconstruction Accuracy of Self‐Assembled Polymer Nanostructures	253	53	42	73	85
1xf1k15d	Wide Band Gap Chalcogenide Semiconductors	252	52	46	55	99
54v5q2rm	Spin-orbit torque-driven skyrmion dynamics revealed by time-resolved X-ray microscopy	250	53	67	62	68
4k1421zn	Computational Approach for Epitaxial Polymorph Stabilization through Substrate Selection	245	51	50	59	85
9bs4921x	Onsager Transport Coefficients and Transference Numbers in Polyelectrolyte Solutions and Polymerized Ionic Liquids	244	50	81	54	59
7kf579nr	Isotopic fractionation accompanying CO2 hydroxylation and carbonate precipitation from high pH waters at The Cedars, California, USA	239	36	49	62	92
4s5599qn	Interface-induced phenomena in magnetism	238	69	45	48	76
4tt2h2z2	Discretized evolution of solitons in the achiral stripe phase of a Fe/Gd thin film	236	78	73	46	39
1td7g831	A graph-based network for predicting chemical reaction pathways in solid-state materials synthesis	234	55	42	44	93

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