Energy Sciences

eScholarship stats: History by Item for July through October, 2026

Item	Title	Total requests	2026-10	2026-09	2026-08	2026-07
6qb0x6rr	CHGNet as a pretrained universal neural network potential for charge-informed atomistic modelling	1,303	286	203	545	269
3h26p692	Commentary: The Materials Project: A materials genome approach to accelerating materials innovation	930	266	218	257	189
30v0j6cc	Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis	924	283	211	200	230
7zz1s3tj	Systematic softening in universal machine learning interatomic potentials	810	243	226	279	62
0r27j85x	Machine Learning for Materials Scientists: An Introductory Guide toward Best Practices	649	206	127	170	146
50q3c70b	Additive‐Free, Low‐Temperature Crystallization of Stable α‐FAPbI3 Perovskite	611	92	83	295	141
6q92n2qh	Non-topotactic reactions enable high rate capability in Li-rich cathode materials	568	178	161	111	118
163455hr	Elementary Decomposition Mechanisms of Lithium Hexafluorophosphate in Battery Electrolytes and Interphases	522	168	126	127	101
0sj353dg	Benchmarking Coordination Number Prediction Algorithms on Inorganic Crystal Structures	478	236	87	77	78
65v9z5vp	Accelerating the discovery of materials for clean energy in the era of smart automation	456	150	81	95	130
56p5h7h0	Structured information extraction from scientific text with large language models	455	116	115	111	113
7r45h4mf	Named Entity Recognition and Normalization Applied to Large-Scale Information Extraction from the Materials Science Literature	433	166	77	100	90
9956r7bv	Chiral Spin Textures in Amorphous Iron–Germanium Thick Films	433	126	136	66	105
54v5q2rm	Spin-orbit torque-driven skyrmion dynamics revealed by time-resolved X-ray microscopy	416	169	127	53	67
8jz4q19m	Quantifying the topology of magnetic skyrmions in three dimensions	397	46	40	278	33
2qw922pr	New insights into Mn2+ and Mg2+ inhibition of calcite growth	395	173	70	81	71
51f6j8fd	FireWorks: a dynamic workflow system designed for high‐throughput applications	393	97	150	98	48
9ts2x2wh	High-throughput Computational Study of Halide Double Perovskite Inorganic Compounds	382	164	73	91	54
05w4083s	Evidence of Spin Frustration in a Vanadium Diselenide Monolayer Magnet	373	174	52	59	88
2071m426	Magnetism in curved geometries	366	143	59	69	95
3s8825bm	Tuning the Solvation Structure in Aqueous Zinc Batteries to Maximize Zn-Ion Intercalation and Optimize Dendrite-Free Zinc Plating	335	179	35	39	82
1tz584tz	A Review on Challenges and Successes in Atomic-Scale Design of Catalysts for Electrochemical Synthesis of Hydrogen Peroxide	328	156	58	60	54
4s83d14r	A database to enable discovery and design of piezoelectric materials	323	152	54	74	43
9bs4921x	Onsager Transport Coefficients and Transference Numbers in Polyelectrolyte Solutions and Polymerized Ionic Liquids	320	137	52	50	81
0r07n4xk	Aimsgb: An algorithm and open-source python library to generate periodic grain boundary structures	309	152	48	56	53
3qh0q56c	A Night-Time Edge Site Intermediate in the Cyanobacterial Circadian Clock Identified by EPR Spectroscopy	304	63	49	92	100
9rd59995	Thermodynamic limit for synthesis of metastable inorganic materials	304	135	59	75	35
24j1v5gc	High-throughput determination of Hubbard U and Hund J values for transition metal oxides via the linear response formalism	302	97	64	69	72
4k1421zn	Computational Approach for Epitaxial Polymorph Stabilization through Substrate Selection	300	128	71	51	50
17g8k1pz	Automated Adsorption Workflow for Semiconductor Surfaces and the Application to Zinc Telluride	297	152	56	41	48
4tt2h2z2	Discretized evolution of solitons in the achiral stripe phase of a Fe/Gd thin film	296	116	29	78	73
4zn0m4nd	Submonomer synthesis of sequence defined peptoids with diverse side-chains	294	103	44	92	55
81d1m8k8	High-throughput density-functional perturbation theory phonons for inorganic materials	294	117	48	47	82
4s02m49q	Tin Metal Improves the Lithiation Kinetics of High-Capacity Silicon Anodes	288	129	47	50	62
21t340qb	Rutile Alloys in the Mn–Sb–O System Stabilize Mn3+ To Enable Oxygen Evolution in Strong Acid	280	148	41	35	56
75t9x89d	A Uranium(II) Arene Complex That Acts as a Uranium(I) Synthon	280	137	54	41	48
3x56v12n	Dinuclear Ce(IV) Aryloxides: Highly Active Catalysts for Anhydride/Epoxide Ring-Opening Copolymerization	276	158	44	29	45
23q3n71s	Solid-State Calcium-Ion Diffusion in Ca1.5Ba0.5Si5O3N6	273	139	34	42	58
3d89q76m	Role of Fluorine in Chemomechanics of Cation-Disordered Rocksalt Cathodes	271	124	57	34	56
3mw6z1kr	Designing transparent conductors using forbidden optical transitions	268	86	55	59	68
3zx8g1pz	Circularity in mixed-plastic chemical recycling enabled by variable rates of polydiketoenamine hydrolysis	268	78	112	29	49
0w82n878	Garnet Electrolyte Surface Degradation and Recovery	267	127	54	41	45
3390m5r9	Integrated Nano-Domains of Disordered and Ordered Spinel Phases in LiNi0.5Mn1.5O4 for Li-Ion Batteries	266	151	32	42	41
5mk4w8rb	Global perturbation of the marine calcium cycle during the Permian-Triassic transition	265	123	50	37	55
6rq9447b	Phonon-Induced Localization of Excitons in Molecular Crystals from First Principles	265	109	56	58	42
4432x5g8	Potassium and Calcium Isotopic Fractionation by Plants (Soybean [Glycine max], Rice [Oryza sativa], and Wheat [Triticum aestivum])	263	138	51	37	37
4bx6j93m	Benchmarking density functional perturbation theory to enable high-throughput screening of materials for dielectric constant and refractive index	263	136	55	44	28
9wh4m06t	Kinetics of D/H isotope fractionation between molecular hydrogen and water	263	73	65	67	58
3844p828	Importance of nonuniform Brillouin zone sampling for ab initio Bethe-Salpeter equation calculations of exciton binding energies in crystalline solids	262	117	45	54	46
8nr481q6	Expanding the Material Search Space for Multivalent Cathodes	261	159	35	33	34

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