Data · dataset · 2026
Data-Driven Discovery of Broadband Cr<sup>3+</sup> Phosphors Emitting in the Second Near-Infrared Window
Listed in ZivaHub
Broadband near-infrared (NIR) phosphors based on LED-converted Cr<sup>3+</sup>-substituted inorganic materials are of interest for biomedical imaging, night vision, and spectroscopy.
Description
Extending emission into the NIR-II window (>1000 nm) would enable deeper tissue penetration with reduced scattering, but such emission is exceedingly rare, with only six materials previously reported. Finding new Cr<sup>3+</sup> phosphors is challenging because the emission maximum (λ<sub>em</sub>) and full width at half-maximum (fwhm) are highly sensitive to host composition, crystal structure, and local coordination environment, making them hard to predict in advance.
Here, we present a data-driven framework for identifying Cr<sup>3+</sup> phosphors and apply it to find two new NIR-II-emitting materials, LiInW<sub>2</sub>O<sub>8</sub> and NaScW<sub>2</sub>O<sub>8</sub>, with broadband emission centered at 1085 and 1100 nm, respectively, and a third NIR-I emitter, Ba<sub>2</sub>ScTaO<sub>6</sub>, centered at 890 nm. This effort required building a data set of 208 experimentally reported Cr<sup>3+</sup> phosphor spectra using an automated literature-extraction pipeline and training two CatBoost regression models to independently predict λ<sub>em</sub> and fwhm.
Read the rest (2 more)
Examining 4062 oxide and fluoride hosts highlighted candidates with desired emission characteristics. Synthesis and optical characterization show that measured λ<sub>em</sub> values agree with model predictions to within 5%, and fwhm values agree within 20% across all three compounds. SHAP analysis of the trained models provides physically meaningful design principles from the data and recovers expectations from crystal-field theory without explicitly encoding them.
These results extend Cr<sup>3+</sup>-based broadband NIR emission deeper into the NIR-II window than previously demonstrated by data-driven discovery and establish a transferable framework for predicting spectroscopic properties of transition-metal-substituted NIR phosphors governed by d–d electronic transitions.
Links
Where it is published
- DOI doi.org/10.1021/jacs.6c13733.s001 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Biochemistry and cell biology · Cancer · Chemistry · Earth & Environmental Science · Life Sciences · Medicine & Health · Plant biology
- Inferred from text
- Imaging 75%
Provenance · 1 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34024662 | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[disease].local:disease:cancer | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Cancer'] |
| concepts[field].anzsrc:group:3101 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Cell Biology'] |
| concepts[field].anzsrc:group:3108 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Plant Biology'] |
| concepts[field].local:field:chemistry | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[modality].local:modality:imaging | enrichment · zivahub uct ac za | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |