Reference health

Machine Learning Approach for Prediction and Understanding of Glass-Forming Ability

https://doi.org/10.1021/acs.jpclett.7b01046
CiteStamped reference-health badge
29/29 checkable references clean · checked 2026-07-24

Every reference with a DOI in the deposited reference list resolved to a known work in Crossref or DataCite at the dated check, and none carried a retraction, withdrawal, or removal notice.

4 without a DOI — not checked. A reference deposited without a DOI is never matched by title or guessed at; it stays outside the checked set, and this line discloses that.

The 29 checked references that resolve
resolves10.1038/187869b0
Non-crystalline Structure in Solidified Gold–Silicon Alloys
resolves10.1016/j.scriptamat.2005.09.051
Metallic glasses as structural materials
resolves10.1002/adma.200901053
Bulk Metallic Glasses with Functional Physical Properties
resolves10.1016/j.mser.2004.03.001
Bulk metallic glasses
resolves10.1038/nature13617
Formation of monatomic metallic glasses through ultrafast liquid quenching
resolves10.1016/0022-3093(93)90003-G
Glass-forming ability of alloys
resolves10.1016/S1359-6454(01)00159-8
Transition from nucleation controlled to growth controlled crystallization in Pd43Ni10Cu27P20 melts
resolves10.1016/S0921-5093(97)80041-X
Universal criterion for metallic glass formation
resolves10.1038/ncomms9123
A predictive structural model for bulk metallic glasses
resolves10.1016/j.jnoncrysol.2008.12.009
A critical analysis of the glass-forming ability of alloys
resolves10.1080/00107516908204405
Under what conditions can a glass be formed?
resolves10.1007/BF01690134
Evaluation of glass-forming tendency by means of DTA
resolves10.1016/S1359-6454(02)00166-0
A new glass-forming ability criterion for bulk metallic glasses
resolves10.1063/1.4914370
The glass-forming ability of model metal-metalloid alloys
resolves10.1063/1.4927560
On the origin of multi-component bulk metallic glasses: Atomic size mismatches and de-mixing
resolves10.1007/s12666-012-0215-9
Prediction of Glass Forming Ability Using Thermodynamic Parameters
resolves10.1063/1.2801517
Prediction of glass-forming ability of metallic liquids
resolves10.1038/ncomms12315
Spectral descriptors for bulk metallic glasses based on the thermodynamics of competing crystalline phases
resolves10.1038/srep02810
Accelerating materials property predictions using machine learning
resolves10.1103/PhysRevLett.114.105503
Big Data of Materials Science: Critical Role of the Descriptor
resolves10.1038/nature17439
Machine-learning-assisted materials discovery using failed experiments
resolves10.1038/ncomms11241
Accelerated search for materials with targeted properties by adaptive design
resolves10.1103/PhysRevB.89.094104
Combinatorial screening for new materials in unconstrained composition space with machine learning
resolves10.1073/pnas.1610204114
Relationship between local structure and relaxation in out-of-equilibrium glassy systems
resolves10.1038/npjcompumats.2016.28
A general-purpose machine learning framework for predicting properties of inorganic materials
resolves10.1007/BF00994018
Support-vector networks
resolves10.1179/095066010X12646898728200
An assessment of binary metallic glasses: correlations between structure, glass forming ability and stability
resolves10.1038/533022a
Can artificial intelligence create the next wonder material?
resolves10.1016/0022-3093(78)90058-3
Prediction of glass-forming ability for metallic systems
The 4 references without a DOI — listed, not checked
no DOI — not checkedBulk Metallic Glasses
no DOI — not checkedData Mining: Practical Machine Learning Tools and Techniques
no DOI — not checkedref29/cit29
no DOI — not checkedref31/cit31
What this badge says. CiteStamped means the CHECKABLE references of this work were clean at the dated check: each resolved to a known work in a public registry, and none carried a retraction notice at that time. It says nothing about the quality, findings, or importance of the work itself, and nothing about references deposited without a DOI.

checked 2026-07-24 — re-checked daily as this page is visited; titles and statuses come from Crossref and DataCite and are not part of the signed record

view as graph · paper page

Embed this badge

Both snippets point at the live badge image and link back to this page. The badge re-renders from the daily check, so an embed never goes stale by more than a day of visits.

<a href="https://citestamp.com/citestamped/10.1021/acs.jpclett.7b01046"><img src="https://citestamp.com/citestamped/10.1021/acs.jpclett.7b01046/badge.svg" alt="CiteStamped reference-health badge" width="460" height="64"></a>
[![CiteStamped reference-health badge](https://citestamp.com/citestamped/10.1021/acs.jpclett.7b01046/badge.svg)](https://citestamp.com/citestamped/10.1021/acs.jpclett.7b01046)