Milner P C
School of Postgraduate Medicine, Bath University, U.K.
Stat Med. 1997 Sep 30;16(18):2117-25. doi: 10.1002/(sici)1097-0258(19970930)16:18<2117::aid-sim649>3.0.co;2-e.
Forecasting models for first, return and total attendances at accident and emergency (A&E) departments and yearly forecasts were developed ten years ago for all the health districts in the Trent region in England. The one-yearly forecasts had been checked against the 1986 actual figures and found accurate for first attendances but less accurate for return attendances. The forecasts for 1993 and 1994 were much further from the actual figures than the 1986 forecasts, with an increasing bias towards overestimation, particularly for reattendances. Whether a first attender is reviewed at a further visit may depend on local medical policy, which itself may vary with personnel changes. The one-off original ARIMA forecasts for new attendances for 1994 were no better than the district projections made in 1984, but they were better than the Trent Regional Health Authority guidelines. The ten-year strategic plan for Trent Regional Health Authority overestimated the increase in the number of first attendances at A&E departments in the Trent region. The forecasting methodology on which it was based could be improved by incorporating the ARIMA method into planning at the health district level. New forecasts or updated ones need to be calculated yearly.
十年前,针对英格兰特伦特地区所有卫生区,开发了事故与急诊(A&E)部门首次就诊、复诊及总就诊人次的预测模型以及年度预测。年度预测已与1986年实际数据进行核对,结果发现首次就诊预测准确,但复诊预测准确性稍差。1993年和1994年的预测与实际数据相比,比1986年的预测偏差大得多,且高估偏差越来越大,尤其是复诊方面。首次就诊者是否在后续就诊时接受复查可能取决于当地医疗政策,而当地医疗政策本身可能会随人员变动而变化。1994年新就诊者的一次性原始自回归积分滑动平均(ARIMA)预测并不比1984年各地区的预测更好,但比特伦特地区卫生局的指导方针要好。特伦特地区卫生局的十年战略计划高估了特伦特地区事故与急诊部门首次就诊人数的增长。通过将ARIMA方法纳入卫生区层面的规划,可以改进其基于的预测方法。新的预测或更新后的预测需要每年计算。