Predictor rank for each specialty with highest and lowest unkept appointment rates: Rank average.
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posted on 2021-10-12, 17:23 authored by Sion Philpott-Morgan, Dixa B. Thakrar, Joshua Symons, Daniel Ray, Hutan Ashrafian, Ara DarziPredictor rank for each specialty with highest and lowest unkept appointment rates: Rank average.
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using machine learningnational health servicehealthcare systems internationallygradient boosting machinesunkept outpatient appointmentsunkept appointments includedprevious unkept appointmentsdata cleaning ).study limitations includecohort study usingunkept appointments maymachine learning models2017 82112016 8211unkept appointment rateunkept appointments000 appointmentsicht ).highest ratehence maywithin ichttop 10targeted interventionssuccessfully targetedsingle trustrelative importanceongoing concernnationwide burdenmedical oncologyleast 10full populationfinal aimcalculated overallattend receivedassociated costs6 %).25 %)2 %.17 %),13 %)10 %).1 billion
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