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Record W7112310956

Exploration of High-Pressure Electride, Polymorphic Transformations, and Superconducting Clathrate Frameworks

2025· article· en· W7112310956 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2025
Typearticle
Languageen
FieldMaterials Science
TopicMachine Learning in Materials Science
Canadian institutionsnot available
FundersNatural Sciences and Engineering Research Council of CanadaAlliance de recherche numérique du Canada
KeywordsTetragonal crystal systemSuperconductivityDensity functional theoryClathrate hydrateElectronic structureCrystal structureLattice (music)Molecular dynamicsMetastabilityCluster (spacecraft)
DOInot available

Abstract

fetched live from OpenAlex

The exponential growth of high-performance computing resources has transformed first-principles modeling into a cornerstone of condensed matter research. Today, large-scale density-functional theory calculations, accelerated by machine-learned interatomic potentials and high-throughput workflows, routinely predict phase stability, electronic structure, and functional properties with near-experimental accuracy. These computational insights not only elucidate fundamental bonding and lattice dynamics under extreme conditions but also reliably direct experimental efforts, guiding the synthesis and characterization of novel superconductors, metal-to-insulating materials, and exotic high-pressure phases. This thesis harnesses first-principles and computational methodologies to predict structures and investigate structural, electronic, topological, vibrational, superconducting, and dynamical properties of selected elemental and extended solids. The first project aims to investigate the impact of encapsulating molecular hydrogen within a new dynamically stable boron–carbon clathrate on electron–phonon coupling interactions and the superconducting transition temperature (Tc). A notable characteristic of (H2)B3C3 is the dynamic behavior of the H2 molecules, which exhibit nearly free rotations within the B–C cages, resulting in a dynamic structure that remains cubic on average. The static structure of (H2)B3C3 is calculated to be dynamically stable at ambient and low pressures. The electron counts and electronic structure calculations indicate that (H2)B3C3 is a hole conductor, in which H2 molecules donate a portion of their valence electron density to the metallic cage framework. Electron–phonon coupling calculation predicts that (H2)B3C3 possesses a Tc of 46 K under ambient pressure. The second project unveils the elusive sodium’s tl50 phase and predicts it to be a body-centered tetragonal electride. The research determines the crystal structure of the phase using a data-derived potential-assisted structure search to be a body-centered tetragonal structure with 50 atoms per unit cell, crystallizing in the I4/m space group. The predicted lattice parameters deviate by less than 0.38% from experimental values, and the enthalpy calculation confirms this structure as the ground state for sodium across a ~20 GPa pressure range. The structure features a cage-like polyhedral network with interstitial electride states. Topological analysis of the electron density reveals well-defined non-nuclear attractors (NNAs) inside the ELF basins at four distinct Wyckoff positions, and these NNAs exhibit local maxima of electron density with all three principal curvatures being negative. Resolving this unique structure advances understanding of sodium’s diverse structural behavior under high pressure. The final project deploys a machine learning‐accelerated crystal structure approach to map enthalpy–pressure landscapes of elemental calcium, rapidly identifying stable and low‐lying metastable phases. Two novel energetically favorable phases are predicted at 200 GPa and 250 GPa, respectively. The primitive tetragonal structure with 10 atoms in its unit cell and the primitive trigonal structure containing 20 atoms in its unit cell (P-31c). The two structures are found to be superconducting, and Tc, of the P-31c was calculated to be 31 K, making this the highest calculated Tc of elemental calcium.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.345
Threshold uncertainty score0.916

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.005
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.007
GPT teacher head0.183
Teacher spread0.177 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it