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        <identifier>oai:figshare.com:article/34024662</identifier>
        <datestamp>2026-09-29T14:47:09Z</datestamp>
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        <oai_dc:dc xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"  xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:title>Data-Driven
Discovery of Broadband Cr&lt;sup&gt;3+&lt;/sup&gt; Phosphors Emitting in the Second
Near-Infrared Window</dc:title>
          <dc:creator>Amit Kumar (81180)</dc:creator>
          <dc:creator>Arslan Akbar (22276740)</dc:creator>
          <dc:creator>Jakoah Brgoch (1485937)</dc:creator>
          <dc:subject>Cell Biology</dc:subject>
          <dc:subject>Pharmacology</dc:subject>
          <dc:subject>Chemical Sciences not elsewhere classified</dc:subject>
          <dc:subject>Cancer</dc:subject>
          <dc:subject>Plant Biology</dc:subject>
          <dc:subject>within 5 %,</dc:subject>
          <dc:subject>predicting spectroscopic properties</dc:subject>
          <dc:subject>phosphor spectra using</dc:subject>
          <dc:subject>optical characterization show</dc:subject>
          <dc:subject>local coordination environment</dc:subject>
          <dc:subject>examining 4062 oxide</dc:subject>
          <dc:subject>effort required building</dc:subject>
          <dc:subject>results extend cr</dc:subject>
          <dc:subject>finding new cr</dc:subject>
          <dc:subject>desired emission characteristics</dc:subject>
          <dc:subject>em &lt;/ sub</dc:subject>
          <dc:subject>8 &lt;/ sub</dc:subject>
          <dc:subject>3 +&lt;/ sup</dc:subject>
          <dc:subject>2 &lt;/ sub</dc:subject>
          <dc:subject>broadband emission centered</dc:subject>
          <dc:subject>independently predict λ</dc:subject>
          <dc:subject>broadband cr</dc:subject>
          <dc:subject>identifying cr</dc:subject>
          <dc:subject>converted cr</dc:subject>
          <dc:subject>extending emission</dc:subject>
          <dc:subject>values agree</dc:subject>
          <dc:subject>transferable framework</dc:subject>
          <dc:subject>three compounds</dc:subject>
          <dc:subject>shap analysis</dc:subject>
          <dc:subject>second near</dc:subject>
          <dc:subject>reduced scattering</dc:subject>
          <dc:subject>recovers expectations</dc:subject>
          <dc:subject>previously demonstrated</dc:subject>
          <dc:subject>night vision</dc:subject>
          <dc:subject>model predictions</dc:subject>
          <dc:subject>measured λ</dc:subject>
          <dc:subject>host composition</dc:subject>
          <dc:subject>highly sensitive</dc:subject>
          <dc:subject>full width</dc:subject>
          <dc:subject>extraction pipeline</dc:subject>
          <dc:subject>exceedingly rare</dc:subject>
          <dc:subject>emitting materials</dc:subject>
          <dc:subject>electronic transitions</dc:subject>
          <dc:subject>driven framework</dc:subject>
          <dc:subject>driven discovery</dc:subject>
          <dc:subject>biomedical imaging</dc:subject>
          <dc:subject>automated literature</dc:subject>
          <dc:subject>890 nm</dc:subject>
          <dc:description>Broadband
near-infrared (NIR) phosphors based on LED-converted
Cr&lt;sup&gt;3+&lt;/sup&gt;-substituted inorganic materials are of interest for
biomedical imaging, night vision, and spectroscopy. Extending emission
into the NIR-II window (&gt;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&lt;sup&gt;3+&lt;/sup&gt; phosphors is challenging because the emission maximum (λ&lt;sub&gt;em&lt;/sub&gt;) 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&lt;sup&gt;3+&lt;/sup&gt; phosphors and apply it to
find two new NIR-II-emitting materials, LiInW&lt;sub&gt;2&lt;/sub&gt;O&lt;sub&gt;8&lt;/sub&gt; and NaScW&lt;sub&gt;2&lt;/sub&gt;O&lt;sub&gt;8&lt;/sub&gt;, with broadband emission centered
at 1085 and 1100 nm, respectively, and a third NIR-I emitter, Ba&lt;sub&gt;2&lt;/sub&gt;ScTaO&lt;sub&gt;6&lt;/sub&gt;, centered at 890 nm. This effort required
building a data set of 208 experimentally reported Cr&lt;sup&gt;3+&lt;/sup&gt; phosphor spectra using an automated literature-extraction pipeline
and training two CatBoost regression models to independently predict
λ&lt;sub&gt;em&lt;/sub&gt; and fwhm. Examining 4062 oxide and fluoride hosts
highlighted candidates with desired emission characteristics. Synthesis
and optical characterization show that measured λ&lt;sub&gt;em&lt;/sub&gt; 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&lt;sup&gt;3+&lt;/sup&gt;-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.</dc:description>
          <dc:date>2026-09-29T00:00:00Z</dc:date>
          <dc:type>Text</dc:type>
          <dc:type>Journal contribution</dc:type>
          <dc:identifier>10.1021/jacs.6c13733.s001</dc:identifier>
          <dc:relation>https://figshare.com/articles/journal_contribution/Data-Driven_Discovery_of_Broadband_Cr_sup_3_sup_Phosphors_Emitting_in_the_Second_Near-Infrared_Window/34024662</dc:relation>
          <dc:rights>CC BY-NC 4.0</dc:rights>
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