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    "headline": "Five Million Materials Narrowed to a Few Hundred Surfaces",
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    "dek": "Uncertainty-aware screening identified hundreds of unusually low- and high-work-function surfaces for deeper calculation.",
    "summary": "Uncertainty-aware screening identified hundreds of unusually low- and high-work-function surfaces for deeper calculation.",
    "body_text": "A calibrated random-forest model, machine-learned interatomic potentials and targeted first-principles calculations screened 5.5 million compounds from two databases. The workflow identified 209 surfaces below 2.0 electron volts and 227 above 6.0 electron volts, representing 136 and 172 unique materials. These are computational candidates for electronics, catalysis and energy research, not newly synthesized or experimentally verified materials.",
    "why_it_matters": "Uncertainty-aware screening identified hundreds of unusually low- and high-work-function surfaces for deeper calculation.",
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      "title": "arXiv preprint 2608.11062",
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