Table 3

Detail of simulation inputs and outputs

Study name Source of arrival rates Source of activity duration Source of activity progression Source of resources use Changes considered Outcomes considered Validation Stakeholder input
Anagnostou et al 21 Not describedNot describedNot describedNot describedNoneWaiting timesNoneNone
Au-Yeung et al 22 PrimaryPrimary;
expert opinion
Primary;
expert opinion
PrimaryED patient flowWaiting timesData ledModel specification
Baboolal et al 23 PrimaryPrimary;
expert opinion
PrimaryPrimaryResourcesWaiting times*; resourcesFace
Dark world model
Model specification
Bowers et al 24 PrimaryPrimaryPrimaryNot describedNoneResources* Data led
Face
Model specification
Brailsford et al 10 PrimarySecondaryNot describedPrimaryED patient flow;
arrival rates
Waiting timesData led
Face
Study question; model specification
Coats and Michalis25 PrimaryPrimaryNot describedNot describedShift patternsWaiting times* Data ledNone
Codrington-Virtue et al 26 PrimaryNot describedNot describedNot describedNoneResourcesNoneNone
Codrington-Virtue et al 27 PrimaryPrimary;
expert opinion
PrimaryPrimary;
expert opinion
NoneWaiting timesData ledNone
Coughlan et al 28 PrimaryNot describedPrimaryPrimaryResourcesWaiting times*; resourcesData ledNone
Davies29 PrimaryPrimaryPrimaryPrimaryED patient flowWaiting times* NoneNone
Eatock et al 11 PrimaryPrimary;
expert opinion
Primary;
expert opinion
PrimaryNoneWaiting times* Data ledNone
Fletcher et al 12 PrimarySecondary;
expert opinion
PrimaryPrimaryED patient flow;
resources; demand
Waiting times*; resourcesData led
Face
Study question; model specification
Günal and Pidd13 PrimaryNot describedNot describedNot describedNoneWaiting times* NoneNone
Günal and Pidd30 PrimaryPrimaryPrimaryNot describedED patient flow;
resources
Waiting times* Data ledModel specification
Hay et al 31 PrimaryNot describedNot describedNot describedNoneWaiting times* Data ledNone
Komashie and Mousavi32 PrimaryPrimary;
expert opinion
Primary;
expert opinion
Primary;
expert opinion
ED structure;
resources
Waiting times; resourcesData led
Face
Study question; model specification
Lane et al 33 PrimaryPrimary;
expert opinion
Expert opinionPrimaryResources;
demand
Waiting times; resources; elective cancellationsData led
Face
Study question; model specification
Lattimer et al 14 PrimaryPrimaryPrimaryPrimaryED structure;
admission rates
Bed occupancyData led
Face
Study question; model specification
Maull et al 34 PrimaryPrimary;
expert opinion
PrimaryNot describedED patient flowWaiting times* Data ledResult implementation
Meng and Spedding35 PrimaryPrimaryNot describedNot describedED structure;
resources
Waiting times; resourcesData led
Face
Study question; model specification
Mould et al 36 PrimaryPrimaryPrimaryNot describedResourcesWaiting times*; resourcesData ledStudy question; model specification; result implementation
  • *These studies used 4-hour target breach as part of their waiting time considerations.

  • ED, emergency department.