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In addition to their primary function of detecting smoking, HALO Sensors also feature air quality monitoring capabilities, providing real-time data on pollutants and harmful gasses, which further contributes to a healthier indoor atmosphere

They incorporated explainability tools like SHAP and LIME to interpret model predictions, but the reliance on specific biological datasets may limit real-world scalability

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This creates natural variation in depth across the stamped characters some parts appear deeper, others slightly shallower

and had been so for the last twenty years