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Table 2 Pre-specification of predictor variables for AvHPoRT with initial degrees of freedom (df)

From: A study protocol for a predictive model to assess population-based avoidable hospitalization risk: Avoidable Hospitalization Population Risk Prediction Tool (AvHPoRT)

Variable grouping

Variable

Definition

df

Scale

Demographics

Age (years)

5-knot restricted cubic spline

4

Continuous

Self-identified ethnicity

1

Dichotomous

White

   

Non-white

   

Socioeconomic status and self-perceived measures

Immigration status

2

Categorical

Canadian born

   

Recent immigrant

Immigrated < 10 years

  

Non-recent immigrant

Immigrated ≥ 10 years

  

Marital status

2

Categorical

Single never married

   

Domestic partner (married/common law)

   

Widowed/separated/divorced

   

Household income

4

Ordinal

Quintile 1

Lowest 20%

  

Quintile 2

   

Quintile 3

   

Quintile 4

   

Quintile 5

Highest 20%

  

Education

3

Ordinal

Less than secondary school graduation

   

Secondary school graduation

   

Some post-secondary education

   

Post-secondary completed

   

Self-perceived general health

 

4

Ordinal

Excellent

   

Very good

   

Good

   

Fair

   

Poor

   

Self-perceived life stress

 

4

Ordinal

Not at all

   

Not very

   

A bit stressful

   

Quite a bit

   

Extremely stressful

   

Self-perceived community belonging

 

3

Ordinal

Very strong

   

Somewhat strong

   

Somewhat weak

   

Very weak

   

Health behaviors

Cigarette smoking

 

4

Categorical

Non-smoker

Never a smoker or former occasional smoker with < 100-lifetime cigarettes

  

Former heavy smoker

Former smoker [≥ 1 pack (25 cigarettes)/day]

  

Former light smoker

Former smoker [< 1 pack (25 cigarettes)/day]

  

Heavy smoker

Current smoker [≥ 1 pack (25 cigarettes)/day]

  

Light smoker

Current smoker [< 1 pack (25 cigarettes)/day]

  

Alcohol consumption

3

Categorical

Non-drinker

No alcohol consumption in the last 12 months or drink frequency fewer than once a week

  

Light drinker

Alcohol consumption frequency at least once a week and 0–2 (females) or 0–3 (males) drinks in the previous week

  

Moderate drinker

3–14 (females) or 4–21 (males) drinks in the previous week

  

Heavy drinker

 ≥ 14 (females) or ≥ 21 (males) drinks in the previous week, or binging behavior on a weekly basis (≥ 5 drinks on any occasion)

  

Daily fruit and vegetable consumption

2

Ordinal

Low consumption

0 to less than 3 times daily

  

Medium consumption

3 to less than 6 times daily

  

High consumption

6 or more times daily

  

Leisure physical activity (kcal/kg/day)

2

Ordinal

Active

3.0 or more metabolic equivalents per day

  

Moderate

1.5–2.9 metabolic equivalents per day

  

Inactive

Less than 1.5 metabolic equivalents per day

  

Body mass index (BMI) (kg/m2)

5-knot restricted cubic spline

4

Continuous

Chronic conditions

Self-reported chronic conditions diagnosed by a health professional

17

Dichotomous

Including asthma, arthritis, back problems, high blood pressure, migraines, emphysema, chronic obstructive pulmonary disease, diabetes, heart disease, cancer, intestinal ulcers, stroke, urinary incontinence, bowel disease, mood disorder, or anxiety disorder

Yes/no for each individual chronic condition

  

Healthcare utilization

Ever had a flu shot

Yes/no

1

Binary

Has a regular medical doctor

Yes/no

1

Binary

Area-based variables

Rurality

1

Dichotomous

Population center

Population of at least 1000 and a density of ≥ 400 people per square kilometer based on current census population counts

  

Rural area

Population concentration or densities below the urban threshold based on current census population counts

  

Material deprivation

4

Ordinal

Quintile 1

Least deprived

  

Quintile 2

   

Quintile 3

   

Quintile 4

   

Quintile 5

Most deprived

  

Ethnic diversity

4

Ordinal

Quintile 1

Least diverse

  

Quintile 2

   

Quintile 3

   

Quintile 4

   

Quintile 5

Most diverse

  

Residential instability

4

Ordinal

Quintile 1

Least unstable

  

Quintile 2

   

Quintile 3

   

Quintile 4

   

Quintile 5

Most unstable

  

Dependency

4

Ordinal

Quintile 1

Least dependent

  

Quintile 2

   

Quintile 3

   

Quintile 4

   

Quintile 5

Most dependent

  

Area-level household income

 

4

Ordinal

Quintile 1

Lowest

  

Quintile 2

   

Quintile 3

   

Quintile 4

   

Quintile 5

Highest

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