Additional file 1

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Additional file 1. A list of the 74 covariates in the example data from the CMS
nursing home compare database. aData source: prov2010_nodupkits.xls.
bIN_HOSPITAL
= PROVBASE. cData source: ProviderInfo.xlsx. dW_A_C_SCORE =
WEIGHTED_ALL_CYCLES_SCORE.
Covariate
FOR_PROFITa
NON_PROFITa
IN_HOSPITALa, b
CHAINa
DEFNUMa
BEDTOTa
BEDCERTa
RESTOTa
CENSMCREa
BEDCAREa
CENSMCDa
CENSOTHa
SNF_DCa
SNF_DPa
SNFa
NFa
CURHDEFa
CURLDEFa
TRANSFERa
TOILETa
EATINGa
CONTINa
BEDFASTa
CONTRACTa
PSORESa
RESTRAINa
WEIGHTa
BEHAVEa
MEDAID_FTa
MEDAID_PTa
Label
Control (1-3)
Control (4-6)
If provider is in a hospital, either ‘Y’ or ‘N’
If provider is in a chain, either ‘Y’ or ‘N’
Total number of deficiencies on current survey, health and
life safety code
Total number of beds, including non-participating
Total Medicare and or Medicaid certified beds
Total number of residents in certified beds
Number of residents who are Medicare recipients
Number of Medicare certified beds
Number of residents who are Medicaid recipients
Number of residents not Medicare or Medicaid recipients
‘02’-Skilled Nursing Facility/Nursing Facility - Dually Certified
‘03’-Skilled Nursing Facility/Nursing Facility - Distinct Parts
‘04’-Skilled Nursing Facilities
‘10’-Nursing Facilities (Medicaid only)
Total number of health deficiencies on current survey
Total number of life safety code defs on current survey
Transferring - number of residents dependent on staff
Toilet use - number of residents dependent on staff
Eating - number of residents dependent on staff
Continence - number of residents occasionally or frequently
incontinent of bladder
Mobility - number of residents who are bedfast most or all of
the time
Mobility - number of residents with contractures
Skin integrity - number of residents with pressure sores,
excluding stage 1
Mobility - number of physically restrained residents
Other - number of residents with unplanned significant
weight loss/gain
Mental status - number of residents with behavioral
symptoms
Medication aide full-time as FTEs
Medication aide part-time as FTEs
Covariate
MEDAID_CTa
RNDON_FTa
RNDON_PTa
RNDON_CTa
NRSADM_CTa
NRSADM_FTa
NRSADM_PTa
RN_FTa
RN_PTa
RN_CTa
VOC_FTa
VOC_PTa
VOC_CTa
AID_FTa
AID_PTa
AID_CTa
AIDTRN_FTa
AIDTRN_PTa
AIDTRN_CTa
RESGROUPa
FAMGROUPa
CHOW_COUNTERa
SFFc
AIDHRDc
VOCHRDc
RNHRDc
TOTLICHRDc
TOTHRDc
PTHRDc
EXP_AIDEc
EXP_LPNc
EXP_RNc
EXP_TOTALc
ADJ_AIDEc
ADJ_LPNc
ADJ_RNc
ADJ_TOTALc
W_A_C_SCOREc, d
INCIDENT_CNTc
CMPLNT_CNTc
FINE_CNTc
Label
Medication aide contract time as FTEs
Director of nursing full-time as FTEs
Director of nursing part-time as FTEs
Director of nursing contract time as FTEs
Nurses w/ administrative duties full-time as FTEs
Nurses w/ administrative duties part-time as FTEs
Nurses w/ administrative duties contract time as FTEs
Registered nurse full-time as FTEs
Registered nurse part-time as FTEs
Registered nurse contract time as FTEs
LPN/LVN full-time as FTEs
LPN/LVN part-time as FTEs
LPN/LVN contract time as FTEs
Nurse aide full-time as FTEs
Nurse aide part-time as FTEs
Nurse aide contract time as FTEs
Nurse aides in training full-time as FTEs
Nurse aides in training part-time as FTEs
Nurse aides in training contract time as FTEs
The provider has resident group, either 'y' or 'n'
The provider has a family group, either 'y' or 'n'
The number of times a change of ownership has taken place
for a particular provider
Special Focus Facility
Reported CNA Staffing Hours per Resident per Day
Reported LPN Staffing Hours per Resident per Day
Reported RN Staffing Hours per Resident per Day
Reported Licensed Staffing Hours per Resident per Day
Reported Total Nurse Staffing Hours per Resident per Day
Reported Physical Therapist Staffing Hours per Resident Per
Day
Expected CNA Staffing Hours per Resident per Day
Expected LPN Staffing Hours per Resident per Day
Expected RN Staffing Hours per Resident per Day
Expected Total Nurse Staffing Hours per Resident per Day
Adjusted CNA Staffing Hours per Resident per Day
Adjusted RN Staffing Hours per Resident per Day
Adjusted LPN Staffing Hours per Resident per Day
Adjusted Total Nurse Staffing Hours per Resident per Day
Total Weighted Health Survey Score
Number of Facility Reported Incidents
Number of Substantiated Complaints
Number of Fines
Covariate
FINE_TOTc
PAYDEN_CNTc
T_PENLTY_CNTc
Label
Total Amount of Fines in Dollars
Number of Payment Denials
Total Number of Penalties
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