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Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning to Telemonitoring Data

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning to Telemonitoring Data

An exacerbation is said to occur on day t if days t and t +1 are bad, but days t –1 and t –2 are not bad.Definition 4 (modification of Seemungal et al. 2] as in Burton et al. 15): Like Definition 3, but a bad day is defined as one where (n Major≥1) and (n All≥3).Definition 5 (after Pinnock et al. 11): An exacerbation is said to occur on day t if: (n All≥5) on day t, or(n All=4) on day t and (n All≥4) on day t +1. Major symptoms Breathlessness, sputum color, and sputum amount.

Peter Orchard, Anna Agakova, Hilary Pinnock, Christopher David Burton, Christophe Sarran, Felix Agakov, Brian McKinstry

J Med Internet Res 2018;20(9):e263

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