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Table 1 Domains of measurement, instruments, and descriptions of 6 fixed and 73 time-varying covariates used in the Sullivan life table/longitudinal Grade of Membership model

From: Personalized predictive modeling for patients with Alzheimer’s disease using an extension of Sullivan’s life table model

No.

Domain

Instrument

Count

Description of variables

Fixed covariates

Intake assessment

6

ApoE status, sex, age at intake, race, occupation, and years since diagnosis

Time-varying variables

1

Behavior

CUSPAD

4

Wandering away, verbal outbursts, physical threats, and difficulty sleeping

2

Cognition

MMSE

8

MMSE completion indicator, orientation, registration, “world” backward, recall, language, and drawing

3

Functioning

BDRS

22

IADL (8 items), BADL (3 items), and personality (11 items)

4

Dependence

Dependence scale

14

Dependence scale (13 items), equivalent institutional care

5

Eyesight/hearing problems

Medical questionnaire

2

Adequate sight? Adequate hearing?

6

Acute medical treatments/conditions

Patient follow-up questionnaire

3

Admission to hospital, treatment, and had seizure?

7

Psychiatric/psychotic symptoms

CUSPAD

3

Delusions, hallucinations, and illusions

8

Alcohol use

Alcohol questionnaire

3

Beer/week, wine/week, and hard liquor/week

9

Motor signs/symptoms

UPDRS

6

Extrapyramidal signs (summary score), tremor, bradykinesia, gait, myoclonus, and rigidity

10

Depression/agitation

CUSPAD

4

Agitation, sadness/depression, depression frequency, and appetite problems

11

Dementia with Lewy body symptoms

DLB questionnaire

4

DLB questionnaire completion indicator, fluctuating cognition, and visual hallucinations

  1. Abbreviations: ApoE Apolipoprotein E, BADL Basic activities of daily living, BDRS Blessed Dementia Rating Scale, CUSPAD Columbia University Scale for Psychopathology in Alzheimer’s Disease, DLB Dementia with Lewy bodies, IADL Instrumental activities of daily living, MMSE Mini Mental State Examination, UPDRS Unified Parkinson’s Disease Rating Scale
  2. See [21] for details