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Table 3 Indicators used in the model

From: Operations management solutions to improve ED patient flows: evidence from the Italian NHS

Indicator

Variable Meaning

Source

ED Input

 Share of vulnerable population (age >  = 75 years) per day

Elderly individuals need more intensive services, and consequently, a higher share of patients over 75 years of age should be correlated with higher ED

ED database

 Share of red codes above average per daya

Red codes require immediate attention from all ED team members

ED database

 Number of admissions

This represents the workload level in the ED

ED database

 Share of red and yellow codes above average per daya

This is the daily share of major codes (red and yellow) that require more intensive care

ED database

ED Process

 ED endowment

  ED type

This represents, in a three-scale variable, the endowment of technology and diagnostic equipment of each single hospital

Semistructured interview

  Number of doctors per admission

This represents the quantitative level of medical staff

Semistructured interview

  Number of nurses per admission

This represents the quantitative level of nursing staff

Semistructured interview

  Skill mix (number of doctors/number of nurses)

This represents the type of organizational model in terms of skill mix for nurses vs. physicians

Semistructured interview

  Visual management software

This is the availability of real time information on hospital bed occupancy

Semistructured interview

 ED flow separation

  

  Ambulatory for minor codesa

This refers to the outpatient setting managed by primary care doctors dedicated to white codes

Semistructured interview

  See and treat

This refers to the outpatient setting managed by nurses for the treatment of minor pathologies

Semistructured interview

  Fast track

This refers to direct access to outpatient specialties for specific clinical conditions

Semistructured interview

ED Output

 ED hospital admissions

This is the number of patients who require hospital admission after ED visits

Hospital discharge database

 ED hospital admissions/Medicine ward

This is the number of patients admitted to the hospital in the medical ward from the ED

Hospital discharge database

 ED hospital admissions/Emergency ward

This is the number of patients admitted to the hospital in the emergency medicine ward from the ED

Hospital discharge database

 ED hospital admissions/Surgery ward

This is the number of patients admitted to the hospital in the surgical ward from the ED

Hospital discharge database

 “In and out” rate

This is the daily difference between the number of admissions and of discharges

Hospital discharge database

 Bed manager

This refers to the availability of a team in charge of coordinating patient flows between the ED and hospital wards

Semistructured interview

Hospital

 Hospital ownership

This can be private vs. public

Semistructured interview

 Geographical context

This can be urban vs. rural

Semistructured interview

 Hospital dimension

This can be the number of beds

Semistructured interview

 Hospital case mix of production

This can be the number of medical vs. surgical patients

Hospital discharge database

 Hospital organization model

This can be process- vs. specialty-based hospitals

Semistructured interview

 Surgical capacity

This refers to the number of operating rooms

Semistructured interview

  1. aIn Italy, at the check-in point, patients are evaluated by nurses who assign them a colour according to their health needs. There are four level of severity: (i) red means life-threating conditions, (ii) yellow stands for potentially life-threatening conditions, (iii) green denotes minor injuries or illnesses, and (iv) white stands for nonurgent conditions