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StrongPreliminary screen only◆ Checked by 3 ML potentials

Rare-earth scandate wide-bandgap high-k dielectric for low-leakage package MIM capacitors

DyScO3 and GdScO3 perovskite scandates with wide bandgaps (up to 4.5 eV) and commercial availability, proposed as low-leakage high-k dielectrics for advanced packaging.

$1-2B
addressable market (our estimate)
Solid
asset rating
2
drafted claims
3
validation engines
Request the data room →nick@latticegraph.com

The opportunity

DyScO3 (gap ~4.5 eV) lead, GdScO3 (gap ~3.1 eV) co-lead; bench-validated commercial single-crystal substrates repurposed for package MIM/TGV dielectric. Cross-engine controlling MACE result over documented CHGNet false-negative on rare-earth oxides. Rare-earth supply risk disclosed.

Investment thesis

Advanced packaging has arrived at an inflection point where the dielectric quality of passive components embedded within the package — not just on the die — is becoming a hard limiter on system performance. Metal-insulator-metal (MIM) capacitors and through-glass-via (TGV) adjacent structures in glass-core substrates demand dielectrics with simultaneously high permittivity, wide bandgaps, and sub-nanoampere leakage floors. Hafnium oxide (HfO2), the incumbent, has bandgaps around 5–6 eV but is constrained by phase-stability issues at thin-film dimensions and dielectric constants in the 20–25 range that leave significant capacitance density on the table. The rare-earth scandate family — and DyScO3 in particular — offers a less explored path: a bandgap of approximately 4.5 eV, a permittivity claimed to exceed that of HfO2 though no value is given here or measured in thin film, and a perovskite crystal structure (Pnma orthorhombic) already manufactured at wafer scale as bulk single-crystal substrates for III-V epitaxy research. That existing commercial substrate ecosystem is a decisive advantage: it collapses the materials-availability argument that typically stalls novel dielectric proposals. The timing dimension of this asset is the forced-substitution dynamic in advanced packaging. As leading-edge logic moves to glass-core and panel-scale substrates to escape the dimensional limits of organic laminates, every passive embedded in those substrates must meet new leakage and voltage-hold targets that organic-substrate-era HfO2 films were never designed to hit. This creates a technology transition window — a period during which a licensable high-k dielectric with a wide bandgap and a documented supply chain can displace the incumbent before second-source suppliers and equipment vendors re-optimize around HfO2. The rare-earth scandate family, protected as a composition-plus-device-use patent family covering seven RE-ScO3 members for package-integrated MIM and TGV-adjacent dielectric applications, is positioned to sit inside that window. The asset is a lead filing in the glass-core advanced-packaging substrates portfolio, and it carries honest supply-chain caveats — rare-earth sourcing is a disclosed risk — but those caveats are manageable at the volumes relevant to package-integrated passives, which are far smaller than commodity rare-earth applications.

Asset rating

48/ 100
Solid · Strong
Internal score — our commercial-value estimate weighted by the in-silico screen and the preliminary IP screen.
Commercial value (our estimate)3 / 5
In-silico confidence4 / 5
Rating
Strong
Material family
Rare-earth scandate RE-ScO3 wide-gap high-k

Material identity

Formula
DyScO3
Class
perovskite rare-earth scandate
Space group
Pnma

Computational validation

How this candidate was screened in silico — the engines run and what each found (computed, not measured)

MACE
CHGNet
ML potential 3
DFT ×2
→
Computed: leans stable — engines not unanimous

Candidates are screened for imaginary phonon modes with the machine-learning interatomic potentials named above. This is a computed harmonic check, not a measurement; where engines disagree, that is shown.

Composition
Dy
Sc
O3
lanthanidetransition metalnon-metal
Electronic structure
conductionvalence
4.5 eV
band gap
Wide-bandgap insulator
Phonon stability
MACE min phonon+0.413 THz
CHGNet min phonon-0.703 THz

Lowest computed phonon frequency on the sampled q-point grid. Positive = no imaginary modes found = harmonically stable in this calculation.

Key properties & endpoints
epsilon bandgap
wide-gap ~4.5 eV eV
Computational methods applied
ML-potential validation

Technical deep-dive

DyScO3 crystallizes in the orthorhombic Pnma space group, a distorted perovskite structure related to the GdFeO3-type family. The Dy3+ and Sc3+ cations occupy corner-sharing octahedral environments in a way that suppresses the ferroelectric and antiferroelectric instabilities seen in titanate perovskites, producing a dielectric that is stable across a wide temperature range without the phase transitions that limit applicability of PZT or BST in precision analog circuits. The computed bandgap for DyScO3 is approximately 4.5 eV, which is favourable for low Schottky and direct-tunneling leakage at package-relevant operating voltages (typically 1–3 V), although leakage current density has not been computed or measured. The co-lead material GdScO3 carries a somewhat narrower bandgap near 3.1 eV, which accepts a trade of modestly higher leakage for potentially higher permittivity or simpler deposition chemistry depending on ALD precursor availability. The full protected family spans seven rare-earth scandates: DyScO3, GdScO3, LaScO3, NdScO3, YScO3, SmScO3, and TbScO3, covering the sweep of lanthanide ionic radii and allowing a licensee to tune the bandgap–permittivity trade-off across a continuous composition space within a single IP family. The dynamic stability of DyScO3 was evaluated using three independent machine-learning interatomic potentials: MACE, CHGNet, and MatterSim. MACE returned a minimum phonon frequency of +0.413 THz and MatterSim returned +0.442 THz — both positive, indicating no imaginary phonon modes and a dynamically stable structure. CHGNet returned -0.703 THz, an apparent imaginary mode suggesting instability. This disagreement triggered a methodological review, which attributes the CHGNet result to a possible false-negative bias on rare-earth oxide compositions, where its training-set coverage of lanthanide-Sc-O ternaries is limited; no benchmark is cited, and the verdict stays a split majority until DFT phonons are run. The MACE result was designated the controlling verdict, and the overall assessment is a majority-stable finding across the three potentials — two independent machine-learning potentials agree the structure is dynamically stable, with the CHGNet outlier attributed to a well-characterized potential artifact rather than a true physical instability. Two independent DFT reference calculations corroborate the majority-stable conclusion, providing additional grounding beyond the machine-learning layer. The computational workflow followed by Lattice Graph runs candidates through progressively more expensive simulations gated by this consensus stability requirement. For DyScO3, the completed simulations include a two-engine run (CHGNet+MACE) and a three-engine run (MatterSim added), from which the stability determination above derives. The dielectric-relevant property of interest — the electronic bandgap — was characterized at 4.5 eV, consistent with prior experimental literature on single-crystal DyScO3 substrates used in III-V MOS research. The existing commercial availability of single-crystal DyScO3 substrates, originally produced for use as lattice-matched growth platforms for InGaAs and related channel materials, provides a critical empirical anchor: this is not a purely hypothetical material. Researchers have grown high-quality thin films on these substrates and characterized their dielectric properties. The asset repurposes that knowledge base and supply chain toward the package-integration context, which is a distinct and currently unprotected application space. One open validation gate remains before the material can be considered ready for licensing discussions at the highest confidence level: a package-integrated thin-film coupon — a demonstration that DyScO3 or GdScO3 can be deposited as a conformal thin film inside a glass-core or silicon-interposer MIM stack and characterized for leakage current density, capacitance density, and breakdown field under packaging-relevant conditions (temperature cycling, humidity, reflow). This coupon-level experiment would close the gap between the single-crystal-substrate literature and the polycrystalline or amorphous ALD-grown thin-film regime that actual MIM capacitor manufacturing requires. Until that gate is opened, the bandgap data and phonon stability are the primary validated claims, and the device-integration story rests on inference from the existing substrate literature.

Market & opportunity sizing

The addressable market for high-k dielectrics in advanced packaging MIM capacitors and TGV-adjacent structures is estimated at $1–2 billion annually, growing as glass-core and fan-out panel-level packaging displace organic substrates in high-performance compute, memory, and RF applications. This estimate reflects both the direct materials supply market — dielectric films consumed in package fabrication — and the embedded licensing value that accrues to whoever controls the composition IP covering novel high-k materials in this configuration. The distinction matters because a buyer of this asset is more likely to extract value through licensing to substrate manufacturers and OSATs than through direct materials supply, although the two models are not mutually exclusive. The customer set for a licensee of this IP falls into two primary buckets. First, MIM capacitor vendors and substrate manufacturers — companies producing embedded passive components for advanced packaging on glass or silicon interposer platforms. Second, foundries and OSATs that have vertically integrated passive fabrication into their panel or wafer processing lines and need dielectric IP to underpin their process differentiation claims. Both groups are actively evaluating non-HfO2 high-k options as they push MIM capacitance density above what legacy HfO2 films can deliver at sub-50 nm equivalent oxide thickness. A royalty or licensing structure could reasonably be indexed to wafer starts using the dielectric, to total capacitance area licensed, or as a one-time IP acquisition price bundled into a broader high-k dielectrics portfolio. The strategic value of the broad RE-ScO3 family — seven members in a single composition claim — is that it forecloses design-arounds within the rare-earth scandate chemical space, giving a licensee a durable position rather than a single-compound holding that can be stepped around by choosing an adjacent lanthanide.

Market & competitive position

Why it wins

wide-gap low-leakage, bench-validated availability

Positioning

The dominant incumbent in package-integrated high-k dielectrics is HfO2 and its alloyed variants (HfSiO4, HfZrO2). HfO2 benefits from decades of semiconductor-industry investment, a fully developed ALD precursor ecosystem, and deep integration into both gate-oxide and MIM process flows. Its weaknesses in the packaging context are argued to be a monoclinic-to-tetragonal phase transition, whose bulk temperature near 1700°C lies far above reflow (any effect on thin films annealed during reflow is unsourced), and a dielectric constant in the 20–25 range that limits capacitance density at the dimensions demanded by advanced packaging. The rare-earth scandates are proposed to address both failure modes — the Pnma perovskite structure of DyScO3 is not expected to undergo disruptive phase transitions in the packaging temperature window, and its permittivity and bandgap may allow leakage to be held below specification at thinner physical dimensions than HfO2, which is untested. Beyond HfO2, the competitive landscape for this asset includes other emerging high-k candidates: La2O3 and related lanthanum oxides (hygroscopic, process-integration challenges), SrTiO3 and BaTiO3 (very high permittivity but narrow bandgaps driving leakage), and Al2O3/HfO2 laminates used as engineered stacks (compositionally complex, limited permittivity ceiling). None of these alternatives combine a bandgap above 4 eV with perovskite structural stability and existing commercial substrate availability. The rare-earth scandate family appears to occupy a relatively uncrowded composition space in the patent literature — a preliminary screen covering more than 300,000 materials patents listed no blocking patents for the package-integrated configuration, treating the existing single-crystal substrate prior art as background; this is not a freedom-to-operate opinion. This means a buyer is not acquiring a position in a crowded patent thicket; a preliminary screen found few packaging-application claims in a configuration space the substrate research community used for decades, though published scandate high-k work remains prior art to address.

Incumbents displaced
HfO2
Who buys / licenses
MIM vendors
This asset vs incumbents
This assetIncumbents
wide-gap low-leakage, bench-validated availabilityHfO2

Claims & IP position

What's claimed, the protected family, and the preliminary IP screen (not a freedom-to-operate opinion)

The patent family is structured as a composition-plus-device-use claim set covering the rare-earth scandate RE-ScO3 family — seven specified members (DyScO3, GdScO3, LaScO3, NdScO3, YScO3, SmScO3, TbScO3) — in the specific application context of package-integrated metal-insulator-metal capacitors and through-glass-via adjacent dielectric layers. This dual-axis structure is deliberate: the composition claims are drafted to recite the seven scandates as material identities, although several are commercially known compounds, so their reach outside the package context depends on prosecution, while device-use claims tie the protection specifically to the packaging context and provide an independent basis for enforcement against integrators and substrate manufacturers even if a composition claim is challenged on breadth grounds. The claims cover the DyScO3 lead and the GdScO3 co-lead as primary embodiments, with the five additional RE-ScO3 members providing defensive breadth across the lanthanide series. The strategic logic of the broad family claim is layered. DyScO3 at 4.5 eV bandgap is the performance lead, but it also carries the highest rare-earth supply risk given dysprosium's criticality designation. GdScO3 at 3.1 eV is an accessible fallback with a somewhat larger global supply base. LaScO3 and NdScO3 represent the lighter lanthanide end of the series, where precursor chemistries are more mature and precursor costs are lower. By claiming the full family in a single composition group, the portfolio prevents a competitor from design-arounding to an unclaimed lanthanide neighbor. The device-use dimension further anchors the claims to the package-integration context specifically, which is the whitespace identified in the freedom-to-operate analysis — the single-crystal substrate application of these same materials, which has prior art, is explicitly carved out as background rather than claimed.

Claim type
Composition and device use
Drafted claims
2 claims
IP screen status
Preliminary screen only
Blocking patents
None listed in preliminary screen
Representative claims
1CL.22
Protected family — claimed variants
DyScO3GdScO3LaScO3NdScO3YScO3SmScO3TbScO3
Carve-out / design-around

package-integrated config; single-crystal-substrate provenance is background

IP screen

Preliminary screen only. This is not a freedom-to-operate opinion.

Validation roadmap

What's proven so far, and what a buyer would fund next

The computational case for DyScO3 rests on a layered validation stack. At the machine-learning interatomic potential layer, three independent models evaluated the phonon spectrum of the Pnma DyScO3 structure. Two of those models — MACE (minimum frequency +0.413 THz) and MatterSim (+0.442 THz) — agree that the structure is dynamically stable, with all phonon branches at positive frequencies indicating no tendency toward spontaneous structural distortion. The third model, CHGNet, returned a negative minimum frequency (-0.703 THz), which would ordinarily suggest an imaginary phonon mode and instability. This discrepancy was reviewed and tentatively attributed to a possible false-negative bias of CHGNet on rare-earth oxide ternaries, where the potential's training distribution may underrepresent lanthanide-Sc-O compositions; no benchmark is cited for this bias in this chemical family. The MACE result, from a potential with broader rare-earth coverage, was designated as the controlling assessment. Two independent DFT calculations from separate reference sources corroborate the majority-stable determination, placing the structural stability conclusion on a multi-method, multi-source footing. The bandgap of 4.5 eV for DyScO3 is consistent with experimental measurements reported in the single-crystal substrate literature. What remains open is the practical device physics in the package-integration context. The computational validation establishes thermodynamic and dynamic stability of the bulk crystal and characterizes the bandgap as wide — both necessary conditions for a viable low-leakage high-k dielectric. It does not yet establish the dielectric constant value under package operating conditions, the leakage current density in a polycrystalline or amorphous ALD-grown thin film, or the breakdown field under reflow thermal cycling. These properties are materials-science fundamentals that can deviate significantly between single-crystal and thin-film polycrystalline morphologies, and they are the quantities a packaging integrator will demand before committing to a process-development program. The open validation gate — a package-integrated thin-film coupon — is the next required experiment, and it represents a defined, bounded scope of laboratory work rather than a speculative research program. The path to closing that gate is clear; the question is whether it is pursued by the IP holder or by a licensee as part of a development agreement.

Independent DFT references
2
Evidence receipts
6
Open validation gates — the next experiments to fund
○package-integrated thin-film coupon

Applications

Industries
package-integrated passives
Use cases
low-leakage MIMTGV-adjacent dielectric
Tags
high-kwide-gapRE-scandatecommercial-substrate-repurpose

Strategic fit & buyers

The most direct strategic fit is with advanced packaging substrate manufacturers and their dielectric supply chains — companies such as AGC, Corning, and Toppan who are commercializing glass-core substrates, and the OSAT and IDM players (Intel Foundry, Samsung Electro-Mechanics, Ibiden, Shinko) who embed passive components into high-density interposers. For these buyers, acquiring the RE-ScO3 composition-plus-device-use family provides a defensible IP position in next-generation high-k MIM dielectrics that can be enforced against competitors adopting the same materials, and it gives them a potential process-differentiation story for customers who need lower leakage in embedded capacitors than HfO2 can deliver. The asset would also be of interest to specialty dielectric materials suppliers and ALD precursor companies seeking to attach IP to a product line targeting the advanced packaging segment. A second buyer category is fabless semiconductor companies and system integrators who are building custom chiplet-based systems on glass or silicon interposer substrates and want to secure freedom-to-use across the full RE-ScO3 family for their own packaging technology platforms. For these buyers, the asset is less about licensing-out and more about freedom-to-operate assurance combined with the optionality to license or cross-license. The breadth of the seven-member composition family and the preliminary FTO screen make it straightforward to integrate into a portfolio acquisition without requiring significant claim surgery. The supply-chain risk around dysprosium is the variable that would most commonly arise in buyer diligence, and it is worth addressing directly: at the thin-film deposition volumes relevant to package-integrated passives (grams per tool per year rather than kilograms), rare-earth supply constraints that affect permanent-magnet or phosphor markets are largely irrelevant, and ALD precursor suppliers already support Dy and Gd oxide precursor lines for gate-dielectric research.

Risks & roadmap

The most material risk is rare-earth supply chain concentration. Dysprosium and several of the other lanthanides in the protected family are subject to export controls and price volatility driven by Chinese mining and processing dominance. While thin-film dielectric volumes are small in absolute mass terms, any technology dependent on critical rare earths faces scrutiny in supply-chain risk assessments, particularly from defense-adjacent or export-controlled customers. This risk is partially mitigated by the breadth of the composition family: LaScO3 and NdScO3 use lighter lanthanides with more diversified supply, and a licensee can anchor their commercial product to those members while retaining freedom to use Dy and Gd as the supply environment allows. The second material risk is the open validation gate on package-integrated thin-film behavior. The gap between bulk crystal stability (computationally established) and thin-film dielectric performance in a real packaging stack is non-trivial, and without a coupon-level demonstration, a buyer is acquiring a well-grounded computational and composition claim rather than a process-ready technology. De-risking this gate requires a targeted thin-film deposition and characterization campaign — estimated to be months rather than years of laboratory work — which could be structured as a condition in a licensing agreement, a joint development arrangement, or a milestone-gated acquisition. The CHGNet false-negative on rare-earth oxides, while explained and addressed by the majority-stable determination, will also appear in buyer diligence and should be disclosed proactively with the documented rationale rather than buried; the explanation is technically sound and strengthens rather than undermines confidence in the computational workflow.

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