Reference health
Molecular Sonification for Molecule to Music Information Transfer
17/17 checkable references clean · checked 2026-08-28
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.
27 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 17 checked references that resolve
resolves10.1021/c160017a018
The Generation of a Unique Machine Description for Chemical Structures-A Technique Developed at Chemical Abstracts Service.
resolves10.1021/ci00046a002
Atom pairs as molecular features in structure-activity studies: definition and applications
resolves10.1039/C5SC04751J
Chemistry informer libraries: a chemoinformatics enabled approach to evaluate and advance synthetic methods
resolves10.1186/s13321-018-0296-5
Machine learning for the prediction of molecular dipole moments obtained by density functional theory
resolves10.1021/acs.jchemed.9b00775
The Sound of Chemistry: Translating Infrared Wavenumbers into Musical Notes
resolves10.1016/j.isci.2021.102873
Designing and fabricating materials from fire using sonification and deep learning
resolves10.2307/3680260
Sound Synthesis by Means of Two-Variable Functions: Experimental Criteria and Results
resolves10.1021/acscentsci.7b00512
Generating Focused Molecule Libraries for Drug Discovery with Recurrent Neural Networks
resolves10.1021/acscentsci.7b00572
Automatic Chemical Design Using a Data-Driven Continuous Representation of Molecules
The 27 references without a DOI — listed, not checked
no DOI — not checkedref1
no DOI — not checkedOrganic molecules are classically described as line drawings
no DOI — not checkedSMILES, a chemical language and information system. 1. Introduction to methodology and encoding rules
no DOI — not checkedref4
no DOI — not checkedDeepSMILES: An Adaptation of SMILES for Use in Machine-Learning of Chemical Structures
no DOI — not checkedSelf-referencing embedded strings (SELFIES): A 100% robust molecular string representation
no DOI — not checkedMachine learning with physicochemical relationships: solubility prediction in organic solvents and water
no DOI — not checkedNeuraldecipher -reverse-engineering extended-connectivity fingerprints (ECFPs) to their molecular structures
no DOI — not checkedref16
no DOI — not checkedArtificial Intelligence in Chemistry: Current Trends and Future Directions
no DOI — not checkedref19
no DOI — not checkedref20
no DOI — not checkedref21
no DOI — not checkedA Self-Consistent Sonification Method to Translate Amino Acid Sequences into Musical Compositions and Application in Protein Design Using Artificial Intelligence
no DOI — not checkedref24
no DOI — not checkedProtein music of enhanced musicality by music style guided exploration of diverse amino acid properties
no DOI — not checkedInteractive exploration of a hierarchical spider web structure with sound
no DOI — not checkedref28
no DOI — not checkedref29
no DOI — not checkedDie Musik der Proteine
no DOI — not checkedSounds interesting: can sonification help us design new proteins?
no DOI — not checkedAn overview of auditory display to assist comprehension of molecular information
no DOI — not checkedref35
no DOI — not checkedJaccard/Tanimoto similarity test and estimation methods for biological presence-absence data
no DOI — not checkedref38
no DOI — not checkedref41
no DOI — not checkedref44
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 2026-08-28 — re-checked daily as this page is visited; titles and statuses come from Crossref and DataCite and are not part of the signed record
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/10.2139/ssrn.4066810"><img src="https://citestamp.com/citestamped/10.2139/ssrn.4066810/badge.svg" alt="CiteStamped reference-health badge" width="460" height="64"></a>
[](https://citestamp.com/citestamped/10.2139/ssrn.4066810)