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tree.txt
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C5.0 [Release 2.07 GPL Edition] Thu Aug 19 01:09:57 2021
-------------------------------
Class specified by attribute `outcome'
Read 28000 cases (47 attributes) from undefined.data
Decision tree:
isChronicConditionEndometrialCancer > 0:
:...isChronicConditionLungCancer > 0: 4 (4/1)
: isChronicConditionLungCancer <= 0:
: :...age > 82:
: :...isChronicConditionAcuteHypothyroidism <= 0: 6 (4/1)
: : isChronicConditionAcuteHypothyroidism > 0: 0 (3/1)
: age <= 82:
: :...isChronicConditionOsteoporosis > 0: 2 (3)
: isChronicConditionOsteoporosis <= 0:
: :...isethnicityBlackOrAfricanAmerican > 0: 3 (2/1)
: isethnicityBlackOrAfricanAmerican <= 0:
: :...daysSinceLastInpatientEncounter > 60: 1 (3/2)
: daysSinceLastInpatientEncounter <= 60:
: :...admissionMonth > 10:
: :...isChronicConditionAnemia > 0: 2 (4/2)
: : isChronicConditionAnemia <= 0:
: : :...age <= 61: 11 (2/1)
: : age > 61: 1 (2/1)
: admissionMonth <= 10:
: :...isChronicConditionDepression > 0:
: :...admissionMonth <= 1: 9 (2)
: : admissionMonth > 1: 1 (2/1)
: isChronicConditionDepression <= 0:
: :...isChronicConditionAcuteHypothyroidism <= 0:
: :...admissionMonth <= 9: 1 (35/9)
: : admissionMonth > 9:
: : :...isChronicConditionAsthma <= 0: 3 (6/1)
: : isChronicConditionAsthma > 0: 1 (2/1)
: isChronicConditionAcuteHypothyroidism > 0:
: :...isChronicConditionAnemia <= 0: 1 (3/1)
: isChronicConditionAnemia > 0:
: :...isadmitSourceEMD <= 0: 3 (2)
: isadmitSourceEMD > 0: 11 (3/1)
isChronicConditionEndometrialCancer <= 0:
:...isChronicConditionHeartFailure > 0:
:...isethnicityAsian > 0:
: :...chronicConditionCount <= 1:
: : :...admissionBetweenThuAndSat <= 0: 1 (3/2)
: : : admissionBetweenThuAndSat > 0:
: : : :...admissionMonth <= 11: 6 (2)
: : : admissionMonth > 11: 14 (3/1)
: : chronicConditionCount > 1:
: : :...chronicConditionCount > 8:
: : :...admissionMonth <= 9: 0 (3/1)
: : : admissionMonth > 9: 15 (3)
: : chronicConditionCount <= 8:
: : :...isChronicConditionLungCancer > 0: 0 (3/1)
: : isChronicConditionLungCancer <= 0:
: : :...isChronicConditionAsthma > 0:
: : :...isChronicConditionAnemia > 0: 9 (8/1)
: : : isChronicConditionAnemia <= 0:
: : : :...admissionMonth <= 10: 3 (2)
: : : admissionMonth > 10: 0 (2/1)
: : isChronicConditionAsthma <= 0:
: : :...isadmitSourceOther > 0: [S1]
: : isadmitSourceOther <= 0:
: : :...isadmitSourceMP > 0:
: : :...age <= 71: 2 (3)
: : : age > 71: 4 (2/1)
: : isadmitSourceMP <= 0: [S2]
: isethnicityAsian <= 0:
: :...isChronicConditionCataract > 0:
: :...isChronicConditionProstateCancer > 0:
: : :...isChronicConditionAnemia <= 0: 2 (2)
: : : isChronicConditionAnemia > 0: 7 (2/1)
: : isChronicConditionProstateCancer <= 0:
: : :...isChronicConditionAsthma > 0: 3 (3)
: : isChronicConditionAsthma <= 0:
: : :...issexMale > 0:
: : :...isadmitSourceOther <= 0: 1 (5)
: : : isadmitSourceOther > 0: 2 (2/1)
: : issexMale <= 0:
: : :...chronicConditionCount > 9: 2 (3/1)
: : chronicConditionCount <= 9:
: : :...age <= 84: 5 (4)
: : age > 84: 4 (4)
: isChronicConditionCataract <= 0:
: :...isChronicConditionAlzheimersDisease > 0:
: :...isethnicityHispanicOrLatino > 0: 1 (2/1)
: : isethnicityHispanicOrLatino <= 0:
: : :...isChronicConditionOsteoporosis > 0: 1 (3/1)
: : isChronicConditionOsteoporosis <= 0:
: : :...edVisitCountPast3months > 0:
: : :...chronicConditionCount <= 6: 5 (2/1)
: : : chronicConditionCount > 6: 2 (7/2)
: : edVisitCountPast3months <= 0:
: : :...hospitalAdmitCountPast6months > 0: 4 (3/1)
: : hospitalAdmitCountPast6months <= 0:
: : :...charlsonComorbidityIndex <= 3:
: : :...admissionMonth <= 5: 6 (6/2)
: : : admissionMonth > 5:
: : : :...issexMale <= 0: 4 (3/2)
: : : issexMale > 0: 2 (9/4)
: : charlsonComorbidityIndex > 3: [S3]
: isChronicConditionAlzheimersDisease <= 0:
: :...isChronicConditionBreastCancer > 0:
: :...isChronicConditionDepression > 0:
: : :...age <= 68: 0 (3/2)
: : : age > 68: 6 (2/1)
: : isChronicConditionDepression <= 0:
: : :...inpatientAdmitCountPast3months > 0: 3 (2)
: : inpatientAdmitCountPast3months <= 0:
: : :...chronicConditionCount <= 4: [S4]
: : chronicConditionCount > 4:
: : :...charlsonComorbidityIndex <= 2: [S5]
: : charlsonComorbidityIndex > 2: [S6]
: isChronicConditionBreastCancer <= 0:
: :...isChronicConditionLungCancer > 0:
: :...isethnicityHispanicOrLatino > 0: 11 (2)
: : isethnicityHispanicOrLatino <= 0:
: : :...isChronicConditionColorectalCancer > 0: [S7]
: : isChronicConditionColorectalCancer <= 0:
: : :...isChronicConditionProstateCancer > 0:
: : :...admissionMonth <= 3: 2 (3/1)
: : : admissionMonth > 3: 10 (3/1)
: : isChronicConditionProstateCancer <= 0:
: : :...isChronicConditionAFib > 0: [S8]
: : isChronicConditionAFib <= 0: [S9]
: isChronicConditionLungCancer <= 0:
: :...isChronicConditionCOPD > 0:
: :...isethnicityHispanicOrLatino > 0: 2 (4)
: : isethnicityHispanicOrLatino <= 0:
: : :...isChronicConditionOsteoporosis > 0: [S10]
: : isChronicConditionOsteoporosis <= 0:
: : :...isadmitSourceMP > 0: [S11]
: : isadmitSourceMP <= 0:
: : :...charlsonComorbidityIndex <= 1:
: : :...isethnicityWhite <= 0: 5 (4/1)
: : : isethnicityWhite > 0: [S12]
: : charlsonComorbidityIndex > 1:
: : :...issexMale <= 0: [S13]
: : issexMale > 0: [S14]
: isChronicConditionCOPD <= 0:
: :...inpatientAdmitCountPast3months > 0: [S15]
: inpatientAdmitCountPast3months <= 0:
: :...inpatientAdmitCountPast6months > 0: [S16]
: inpatientAdmitCountPast6months <= 0:
: :...inpatientAdmitCountPast12months > 0: [S17]
: inpatientAdmitCountPast12months <= 0: [S18]
isChronicConditionHeartFailure <= 0:
:...isChronicConditionCataract > 0:
:...isChronicConditionAcuteMyocardialInfarction > 0:
: :...age <= 72: 6 (3/1)
: : age > 72: 1 (2/1)
: isChronicConditionAcuteMyocardialInfarction <= 0:
: :...isChronicConditionDepression > 0: 2 (6/1)
: isChronicConditionDepression <= 0:
: :...edVisitCountPast6months > 0: 2 (5)
: edVisitCountPast6months <= 0:
: :...isChronicConditionAlzheimersDisease > 0: 1 (4/1)
: isChronicConditionAlzheimersDisease <= 0:
: :...isadmitSourceMP > 0:
: :...isethnicityWhite <= 0: 3 (2)
: : isethnicityWhite > 0:
: : :...charlsonComorbidityIndex <= 2: 1 (3/2)
: : charlsonComorbidityIndex > 2:
: : :...isChronicConditionAnemia <= 0: 4 (2)
: : isChronicConditionAnemia > 0: 1 (4/1)
: isadmitSourceMP <= 0:
: :...charlsonComorbidityIndex <= 3: [S19]
: charlsonComorbidityIndex > 3: [S20]
isChronicConditionCataract <= 0:
:...edVisitCountPast3months > 1:
:...daysSinceLastInpatientEncounter > 671: 5 (3/1)
: daysSinceLastInpatientEncounter <= 671:
: :...isChronicConditionAFib > 0:
: :...isadmitSourceOther > 0: 4 (3)
: : isadmitSourceOther <= 0:
: : :...charlsonComorbidityIndex <= 2: 2 (3/1)
: : charlsonComorbidityIndex > 2: 7 (5/1)
: isChronicConditionAFib <= 0:
: :...isChronicConditionAcuteMyocardialInfarction > 0:
: :...admissionMonth <= 5: 2 (2/1)
: : admissionMonth > 5: 8 (2)
: isChronicConditionAcuteMyocardialInfarction <= 0:
: :...isadmitSourceHospTrans > 0:
: :...isChronicConditionHypertension <= 0:
: : :...edVisitCountPast3months <= 2: 3 (4/1)
: : : edVisitCountPast3months > 2: 5 (2/1)
: : isChronicConditionHypertension > 0:
: : :...isChronicConditionDiabetes > 0: 16 (3/1)
: : isChronicConditionDiabetes <= 0:
: : :...age <= 65: 1 (2/1)
: : age > 65: 4 (2)
: isadmitSourceHospTrans <= 0:
: :...isChronicConditionDementia > 0:
: :...age <= 72: 3 (2/1)
: : age > 72: 2 (2/1)
: isChronicConditionDementia <= 0:
: :...isChronicConditionProstateCancer > 0:
: :...admissionMonth <= 7: 1 (2/1)
: : admissionMonth > 7: 4 (2)
: isChronicConditionProstateCancer <= 0: [S21]
edVisitCountPast3months <= 1:
:...inpatientAdmitCountPast6months > 0:
:...isChronicConditionOsteoporosis > 0:
: :...isChronicConditionAcuteHypothyroidism > 0: 0 (4/1)
: : isChronicConditionAcuteHypothyroidism <= 0:
: : :...admissionMonth <= 5: 8 (2)
: : admissionMonth > 5: 3 (2/1)
: isChronicConditionOsteoporosis <= 0:
: :...isethnicityHispanicOrLatino > 0:
: :...isChronicConditionAsthma > 0: 12 (2)
: : isChronicConditionAsthma <= 0:
: : :...isChronicConditionDiabetes <= 0: 2 (7/1)
: : isChronicConditionDiabetes > 0: 1 (3/1)
: isethnicityHispanicOrLatino <= 0:
: :...isethnicityAsian > 0:
: :...isadmitSourceMP <= 0: 1 (3/1)
: : isadmitSourceMP > 0: 3 (2)
: isethnicityAsian <= 0:
: :...hospitalAdmitCountPast6months > 2:
: :...edVisitCountPast3months <= 0: 2 (2/1)
: : edVisitCountPast3months > 0: 6 (3/1)
: hospitalAdmitCountPast6months <= 2:
: :...isChronicConditionAFib > 0: 2 (8/4)
: isChronicConditionAFib <= 0: [S22]
inpatientAdmitCountPast6months <= 0:
:...inpatientAdmitCountPast12months > 0: [S23]
inpatientAdmitCountPast12months <= 0:
:...daysSinceLastInpatientEncounter > 705:
:...hospitalAdmitCountPast6months > 1: 3 (3/1)
: hospitalAdmitCountPast6months <= 1:
: :...isChronicConditionColorectalCancer > 0:
: :...isChronicConditionDiabetes > 0: 5 (2)
: : isChronicConditionDiabetes <= 0:
: : :...age <= 81: 1 (3/1)
: : age > 81: 10 (2)
: isChronicConditionColorectalCancer <= 0:
: :...isChronicConditionCOPD > 0:
: :...admissionMonth <= 5: 3 (2/1)
: : admissionMonth > 5: 2 (4)
: isChronicConditionCOPD <= 0:
: :...isChronicConditionBreastCancer > 0:
: :...isadmitSourceEMD <= 0:
: : :...isadmitSourceMP <= 0: 3 (3/1)
: : : isadmitSourceMP > 0: 2 (2)
: : isadmitSourceEMD > 0: [S24]
: isChronicConditionBreastCancer <= 0: [S25]
daysSinceLastInpatientEncounter <= 705:
:...daysSinceLastInpatientEncounter > 556: [S26]
daysSinceLastInpatientEncounter <= 556:
:...daysSinceLastInpatientEncounter > 184:
:...daysSinceLastInpatientEncounter > 529:
: :...hospitalAdmitCountPast6months <= 0:
: : :...chronicConditionCount <= 2: 7 (3/1)
: : : chronicConditionCount > 2: 2 (3/1)
: : hospitalAdmitCountPast6months > 0:
: : :...admissionMonth <= 6: 4 (2/1)
: : admissionMonth > 6: 3 (2)
: daysSinceLastInpatientEncounter <= 529:
: :...chronicConditionCount <= 0:
: :...admissionMonth <= 2: 0 (3/1)
: : admissionMonth > 2: 2 (3)
: chronicConditionCount > 0:
: :...chronicConditionCount > 5: 5 (3/1)
: chronicConditionCount <= 5:
: :...isethnicityWhite <= 0: [S27]
: isethnicityWhite > 0: [S28]
daysSinceLastInpatientEncounter <= 184:
:...isChronicConditionAlzheimersDisease > 0:
:...isethnicityAsian > 0: 2 (3/1)
: isethnicityAsian <= 0:
: :...isethnicityHispanicOrLatino > 0:
: :...admissionMonth <= 4: 5 (3)
: : admissionMonth > 4: 1 (4)
: isethnicityHispanicOrLatino <= 0:
: :...isChronicConditionAFib > 0: [S29]
: isChronicConditionAFib <= 0: [S30]
isChronicConditionAlzheimersDisease <= 0:
:...isChronicConditionDementia > 0:
:...isethnicityAsian > 0:
: :...isadmitSourceEMD <= 0: 9 (3)
: : isadmitSourceEMD > 0: [S31]
: isethnicityAsian <= 0:
: :...isChronicConditionCOPD > 0: [S32]
: isChronicConditionCOPD <= 0: [S33]
isChronicConditionDementia <= 0:
:...isethnicityAsian > 0: [S34]
isethnicityAsian <= 0: [S35]
SubTree [S1]
isChronicConditionIschemicHeartDisease <= 0: 3 (4/1)
isChronicConditionIschemicHeartDisease > 0: 7 (4/2)
SubTree [S2]
isChronicConditionAcuteHypothyroidism > 0: 2 (3)
isChronicConditionAcuteHypothyroidism <= 0:
:...admissionMonth > 5: 3 (16/7)
admissionMonth <= 5:
:...admissionBetweenThuAndSat <= 0: 3 (8/1)
admissionBetweenThuAndSat > 0: 1 (7/1)
SubTree [S3]
isChronicConditionBreastCancer > 0: 2 (4)
isChronicConditionBreastCancer <= 0:
:...isChronicConditionAsthma <= 0: 3 (13/7)
isChronicConditionAsthma > 0:
:...isChronicConditionHyperlipidemia <= 0: 1 (6)
isChronicConditionHyperlipidemia > 0:
:...isChronicConditionAcuteMyocardialInfarction <= 0: 2 (2)
isChronicConditionAcuteMyocardialInfarction > 0: 3 (2)
SubTree [S4]
isethnicityBlackOrAfricanAmerican > 0: 1 (2/1)
isethnicityBlackOrAfricanAmerican <= 0:
:...hospitalAdmitCountPast12months > 0: 2 (7/2)
hospitalAdmitCountPast12months <= 0:
:...daysSinceLastInpatientEncounter > 317: 2 (2)
daysSinceLastInpatientEncounter <= 317:
:...isadmitSourceOther > 0: 8 (5/1)
isadmitSourceOther <= 0:
:...isChronicConditionAsthma > 0: 5 (3/2)
isChronicConditionAsthma <= 0:
:...admissionMonth <= 6: 15 (8/3)
admissionMonth > 6:
:...admissionBetweenThuAndSat <= 0: 17 (4/1)
admissionBetweenThuAndSat > 0: 3 (3/1)
SubTree [S5]
isChronicConditionDementia > 0: 12 (3)
isChronicConditionDementia <= 0:
:...edVisitCountPast3months > 0:
:...isChronicConditionHyperlipidemia <= 0: 0 (4/3)
: isChronicConditionHyperlipidemia > 0: 1 (4)
edVisitCountPast3months <= 0:
:...isChronicConditionAcuteHypothyroidism > 0: 14 (3/1)
isChronicConditionAcuteHypothyroidism <= 0:
:...isadmitSourceEMD <= 0: 3 (13/1)
isadmitSourceEMD > 0:
:...admissionBetweenThuAndSat > 0: 11 (6/1)
admissionBetweenThuAndSat <= 0:
:...admissionMonth <= 8: 4 (2)
admissionMonth > 8: 3 (2)
SubTree [S6]
isChronicConditionLungCancer > 0: 3 (2/1)
isChronicConditionLungCancer <= 0:
:...hospitalAdmitCountPast6months > 0:
:...isChronicConditionColorectalCancer <= 0: 4 (6/2)
: isChronicConditionColorectalCancer > 0: 2 (2)
hospitalAdmitCountPast6months <= 0:
:...isChronicConditionColorectalCancer > 0:
:...admissionMonth <= 2: 3 (2)
: admissionMonth > 2: 1 (3)
isChronicConditionColorectalCancer <= 0:
:...chronicConditionCount <= 5:
:...isethnicityWhite <= 0: 1 (3/2)
: isethnicityWhite > 0:
: :...isadmitSourceEMD <= 0:
: :...admissionMonth <= 11: 2 (10)
: : admissionMonth > 11: 0 (2)
: isadmitSourceEMD > 0:
: :...isChronicConditionIschemicHeartDisease <= 0: 2 (3)
: isChronicConditionIschemicHeartDisease > 0:
: :...age <= 82: 1 (2/1)
: age > 82: 7 (3)
chronicConditionCount > 5:
:...isadmitSourceMP > 0: 4 (3/1)
isadmitSourceMP <= 0:
:...admissionMonth > 8:
:...isChronicConditionDiabetes <= 0: 5 (10/4)
: isChronicConditionDiabetes > 0:
: :...admissionBetweenThuAndSat <= 0: 1 (2/1)
: admissionBetweenThuAndSat > 0: 2 (4/1)
admissionMonth <= 8:
:...isChronicConditionHypertension <= 0: 9 (3/1)
isChronicConditionHypertension > 0:
:...age <= 80:
:...isChronicConditionDiabetes > 0: 1 (13/2)
: isChronicConditionDiabetes <= 0:
: :...age <= 78: 6 (2)
: age > 78: 3 (3/1)
age > 80:
:...isadmitSourceEMD > 0:
:...isChronicConditionAnemia <= 0: 1 (2/1)
: isChronicConditionAnemia > 0: 2 (8)
isadmitSourceEMD <= 0:
:...isChronicConditionDementia > 0: 1 (3/1)
isChronicConditionDementia <= 0:
:...age <= 83: 6 (3/1)
age > 83: 2 (4/2)
SubTree [S7]
isChronicConditionAcuteMyocardialInfarction <= 0: 8 (2)
isChronicConditionAcuteMyocardialInfarction > 0: 9 (3/1)
SubTree [S8]
admissionBetweenThuAndSat > 0: 3 (3)
admissionBetweenThuAndSat <= 0:
:...admissionMonth <= 2: 10 (2)
admissionMonth > 2: 4 (4)
SubTree [S9]
isChronicConditionDementia > 0: 1 (3/1)
isChronicConditionDementia <= 0:
:...isChronicConditionIschemicHeartDisease > 0:
:...isChronicConditionAcuteMyocardialInfarction > 0:
: :...chronicConditionCount <= 8: 7 (2/1)
: : chronicConditionCount > 8: 6 (2)
: isChronicConditionAcuteMyocardialInfarction <= 0:
: :...isethnicityWhite <= 0:
: :...isChronicConditionAsthma <= 0: 6 (2)
: : isChronicConditionAsthma > 0:
: : :...admissionMonth <= 7: 1 (2/1)
: : admissionMonth > 7: 7 (3)
: isethnicityWhite > 0:
: :...chronicConditionCount > 5:
: :...hospitalAdmitCountPast6months <= 0: 4 (12/3)
: : hospitalAdmitCountPast6months > 0: 2 (3/1)
: chronicConditionCount <= 5:
: :...isChronicConditionAnemia > 0: 18 (4)
: isChronicConditionAnemia <= 0:
: :...isChronicConditionDepression > 0: 4 (2)
: isChronicConditionDepression <= 0:
: :...isChronicConditionHyperlipidemia <= 0: 1 (9/2)
: isChronicConditionHyperlipidemia > 0: 3 (2)
isChronicConditionIschemicHeartDisease <= 0:
:...daysSinceLastInpatientEncounter > 181: 4 (3/1)
daysSinceLastInpatientEncounter <= 181:
:...isChronicConditionHyperlipidemia > 0:
:...admissionMonth <= 7: 3 (3)
: admissionMonth > 7: 1 (2/1)
isChronicConditionHyperlipidemia <= 0:
:...isadmitSourceMP > 0:
:...chronicConditionCount <= 5: 1 (3/1)
: chronicConditionCount > 5: 3 (3)
isadmitSourceMP <= 0:
:...isChronicConditionAcuteMyocardialInfarction > 0:
:...admissionBetweenThuAndSat <= 0: 3 (3)
: admissionBetweenThuAndSat > 0: 1 (3/1)
isChronicConditionAcuteMyocardialInfarction <= 0:
:...isChronicConditionDepression > 0: 1 (3/1)
isChronicConditionDepression <= 0:
:...charlsonComorbidityIndex <= 2:
:...admissionMonth <= 5: 15 (4/1)
: admissionMonth > 5: 1 (6/2)
charlsonComorbidityIndex > 2:
:...admissionMonth <= 1: 12 (3/1)
admissionMonth > 1: [S36]
SubTree [S10]
isChronicConditionDiabetes > 0: 6 (2)
isChronicConditionDiabetes <= 0:
:...charlsonComorbidityIndex <= 1: 19 (3/1)
charlsonComorbidityIndex > 1:
:...charlsonComorbidityIndex <= 3: 3 (4)
charlsonComorbidityIndex > 3: 2 (3)
SubTree [S11]
isChronicConditionDiabetes > 0: 5 (2/1)
isChronicConditionDiabetes <= 0:
:...isethnicityWhite <= 0: 2 (2)
isethnicityWhite > 0:
:...isChronicConditionAnemia > 0: 3 (4)
isChronicConditionAnemia <= 0:
:...isChronicConditionHypertension <= 0: 6 (7/2)
isChronicConditionHypertension > 0: 1 (3)
SubTree [S12]
chronicConditionCount > 2: 2 (6/3)
chronicConditionCount <= 2:
:...age <= 56: 3 (3)
age > 56: 2 (2)
SubTree [S13]
edVisitCountPast3months > 0: 3 (3/1)
edVisitCountPast3months <= 0:
:...isChronicConditionDementia > 0: 2 (3/1)
isChronicConditionDementia <= 0:
:...isadmitSourceHospTrans <= 0: 1 (33/14)
isadmitSourceHospTrans > 0:
:...isChronicConditionIschemicHeartDisease <= 0: 1 (3/2)
isChronicConditionIschemicHeartDisease > 0: 2 (4/1)
SubTree [S14]
admissionBetweenThuAndSat > 0:
:...admissionMonth <= 6: 1 (7/2)
: admissionMonth > 6: 2 (8/4)
admissionBetweenThuAndSat <= 0:
:...edVisitCountPast12months > 0:
:...isChronicConditionIschemicHeartDisease <= 0: 2 (8)
: isChronicConditionIschemicHeartDisease > 0: 4 (2)
edVisitCountPast12months <= 0:
:...isadmitSourceEMD <= 0:
:...isChronicConditionIschemicHeartDisease <= 0: 3 (4)
: isChronicConditionIschemicHeartDisease > 0:
: :...isChronicConditionAcuteMyocardialInfarction <= 0: 2 (2)
: isChronicConditionAcuteMyocardialInfarction > 0: 3 (3/1)
isadmitSourceEMD > 0:
:...isChronicConditionAnemia > 0: 4 (4/1)
isChronicConditionAnemia <= 0:
:...isChronicConditionIschemicHeartDisease <= 0: 3 (6/3)
isChronicConditionIschemicHeartDisease > 0: 1 (3/2)
SubTree [S15]
inpatientAdmitCountPast12months > 1: 1 (2/1)
inpatientAdmitCountPast12months <= 1:
:...isChronicConditionOsteoporosis > 0:
:...age <= 83: 3 (2/1)
: age > 83: 5 (3/1)
isChronicConditionOsteoporosis <= 0:
:...isadmitSourceMP > 0:
:...isChronicConditionAsthma > 0:
: :...age <= 48: 12 (2)
: : age > 48: 6 (2)
: isChronicConditionAsthma <= 0:
: :...isethnicityWhite <= 0:
: :...isChronicConditionDiabetes <= 0: 3 (2/1)
: : isChronicConditionDiabetes > 0: 9 (3/1)
: isethnicityWhite > 0:
: :...edVisitCountPast3months > 0: 1 (2/1)
: edVisitCountPast3months <= 0:
: :...daysSinceLastInpatientEncounter <= 71: 7 (4)
: daysSinceLastInpatientEncounter > 71: 1 (2/1)
isadmitSourceMP <= 0:
:...isChronicConditionAcuteMyocardialInfarction > 0:
:...chronicConditionCount <= 4: 4 (2)
: chronicConditionCount > 4: 1 (3)
isChronicConditionAcuteMyocardialInfarction <= 0:
:...isethnicityHispanicOrLatino > 0:
:...age <= 49: 2 (3)
: age > 49: 3 (2/1)
isethnicityHispanicOrLatino <= 0:
:...age <= 53: 9 (3)
age > 53:
:...isChronicConditionAcuteHypothyroidism > 0:
:...admissionBetweenThuAndSat <= 0: 2 (3)
: admissionBetweenThuAndSat > 0: 4 (2/1)
isChronicConditionAcuteHypothyroidism <= 0:
:...hospitalAdmitCountPast6months > 2: 1 (2/1)
hospitalAdmitCountPast6months <= 2:
:...daysSinceLastInpatientEncounter <= 15: 2 (6/2)
daysSinceLastInpatientEncounter > 15: [S37]
SubTree [S16]
inpatientAdmitCountPast12months > 1: 3 (3/1)
inpatientAdmitCountPast12months <= 1:
:...isChronicConditionOsteoporosis > 0: 3 (3)
isChronicConditionOsteoporosis <= 0:
:...isadmitSourceHospTrans > 0: 1 (3/1)
isadmitSourceHospTrans <= 0:
:...chronicConditionCount > 6:
:...isChronicConditionHyperlipidemia <= 0: 13 (3/1)
: isChronicConditionHyperlipidemia > 0: 1 (3/2)
chronicConditionCount <= 6:
:...age > 66:
:...edVisitCountPast3months > 1: 2 (3/2)
: edVisitCountPast3months <= 1:
: :...isethnicityWhite <= 0: 4 (3)
: isethnicityWhite > 0: 2 (10/2)
age <= 66:
:...admissionBetweenThuAndSat > 0: 3 (4)
admissionBetweenThuAndSat <= 0:
:...age <= 53: 15 (2)
age > 53:
:...issexMale <= 0: 1 (5/1)
issexMale > 0: 2 (7/1)
SubTree [S17]
edVisitCountPast3months > 0: 4 (6/1)
edVisitCountPast3months <= 0:
:...isChronicConditionDementia > 0:
:...isChronicConditionDiabetes <= 0: 7 (6)
: isChronicConditionDiabetes > 0: 3 (2/1)
isChronicConditionDementia <= 0:
:...chronicConditionCount <= 1: 10 (3/1)
chronicConditionCount > 1:
:...isChronicConditionOsteoporosis > 0: 1 (2/1)
isChronicConditionOsteoporosis <= 0:
:...hospitalAdmitCountPast6months > 0: 3 (3/1)
hospitalAdmitCountPast6months <= 0:
:...isChronicConditionAcuteHypothyroidism > 0: 2 (9/1)
isChronicConditionAcuteHypothyroidism <= 0:
:...isChronicConditionHyperlipidemia > 0:
:...isChronicConditionAnemia <= 0: 1 (5)
: isChronicConditionAnemia > 0: 2 (4/1)
isChronicConditionHyperlipidemia <= 0:
:...isethnicityWhite > 0: 3 (9/4)
isethnicityWhite <= 0:
:...age <= 69: 1 (2)
age > 69: 3 (2/1)
SubTree [S18]
isChronicConditionProstateCancer > 0:
:...daysSinceLastInpatientEncounter > 1596:
: :...isChronicConditionIschemicHeartDisease <= 0: 3 (3/1)
: : isChronicConditionIschemicHeartDisease > 0: 0 (3/1)
: daysSinceLastInpatientEncounter <= 1596:
: :...isChronicConditionOsteoporosis > 0: 2 (2/1)
: isChronicConditionOsteoporosis <= 0:
: :...isChronicConditionColorectalCancer > 0:
: :...admissionMonth <= 4: 1 (3)
: : admissionMonth > 4: 3 (3/1)
: isChronicConditionColorectalCancer <= 0:
: :...isadmitSourceMP > 0:
: :...daysSinceLastInpatientEncounter > 483: 1 (2)
: : daysSinceLastInpatientEncounter <= 483:
: : :...isChronicConditionAsthma > 0:
: : :...charlsonComorbidityIndex <= 3: 1 (2)
: : : charlsonComorbidityIndex > 3: 3 (6)
: : isChronicConditionAsthma <= 0:
: : :...charlsonComorbidityIndex <= 2:
: : :...admissionMonth <= 7: 3 (2)
: : : admissionMonth > 7: 1 (2)
: : charlsonComorbidityIndex > 2:
: : :...isChronicConditionHyperlipidemia <= 0: 2 (7/1)
: : isChronicConditionHyperlipidemia > 0:
: : :...admissionBetweenThuAndSat <= 0: 3 (3/1)
: : admissionBetweenThuAndSat > 0: 2 (2)
: isadmitSourceMP <= 0:
: :...hospitalAdmitCountPast12months > 1:
: :...admissionBetweenThuAndSat <= 0: 1 (3/1)
: : admissionBetweenThuAndSat > 0: 3 (5/1)
: hospitalAdmitCountPast12months <= 1:
: :...admissionMonth <= 1:
: :...charlsonComorbidityIndex <= 2: 6 (4)
: : charlsonComorbidityIndex > 2:
: : :...isadmitSourceEMD <= 0: 1 (7/2)
: : isadmitSourceEMD > 0: 2 (3)
: admissionMonth > 1:
: :...isChronicConditionAcuteHypothyroidism > 0:
: :...isChronicConditionDementia > 0: 3 (2/1)
: : isChronicConditionDementia <= 0:
: : :...age <= 72: 13 (2)
: : age > 72: [S38]
: isChronicConditionAcuteHypothyroidism <= 0:
: :...isChronicConditionDementia > 0:
: :...admissionMonth <= 5:
: : :...chronicConditionCount <= 6: 1 (7/1)
: : : chronicConditionCount > 6: 2 (2/1)
: : admissionMonth > 5:
: : :...admissionMonth <= 9: 4 (8)
: : admissionMonth > 9: 11 (2)
: isChronicConditionDementia <= 0:
: :...isethnicityBlackOrAfricanAmerican > 0:
: :...isadmitSourceOther > 0:
: : :...age <= 66: 2 (3)
: : : age > 66: 3 (3)
: : isadmitSourceOther <= 0: [S39]
: isethnicityBlackOrAfricanAmerican <= 0:
: :...charlsonComorbidityIndex <= 2:
: :...admissionMonth <= 4: 5 (2)
: : admissionMonth > 4: [S40]
: charlsonComorbidityIndex > 2:
: :...admissionMonth <= 3: [S41]
: admissionMonth > 3:
: :...isadmitSourceEMD <= 0: [S42]
: isadmitSourceEMD > 0: [S43]
isChronicConditionProstateCancer <= 0:
:...daysSinceLastInpatientEncounter > 1596:
:...isChronicConditionAcuteMyocardialInfarction > 0:
: :...isadmitSourceEMD <= 0: 2 (5)
: : isadmitSourceEMD > 0: 3 (2/1)
: isChronicConditionAcuteMyocardialInfarction <= 0:
: :...isChronicConditionOsteoporosis > 0:
: :...admissionMonth <= 6: 6 (3)
: : admissionMonth > 6: 1 (3/1)
: isChronicConditionOsteoporosis <= 0:
: :...edVisitCountPast3months > 1: 4 (2)
: edVisitCountPast3months <= 1:
: :...isadmitSourceMP > 0:
: :...isChronicConditionDementia > 0: 1 (3)
: : isChronicConditionDementia <= 0:
: : :...admissionMonth <= 5: 4 (4/1)
: : admissionMonth > 5: [S44]
: isadmitSourceMP <= 0:
: :...hospitalAdmitCountPast6months > 2: 3 (3)
: hospitalAdmitCountPast6months <= 2:
: :...isChronicConditionDementia > 0: 2 (2/1)
: isChronicConditionDementia <= 0:
: :...isChronicConditionHypertension > 0:
: :...edVisitCountPast3months <= 0: 1 (28/5)
: : edVisitCountPast3months > 0:
: : :...isChronicConditionAsthma <= 0: 2 (2)
: : isChronicConditionAsthma > 0: 1 (2/1)
: isChronicConditionHypertension <= 0:
: :...isChronicConditionAnemia > 0: 2 (6)
: isChronicConditionAnemia <= 0: [S45]
daysSinceLastInpatientEncounter <= 1596:
:...daysSinceLastInpatientEncounter > 1059:
:...isChronicConditionDementia > 0: 5 (3/1)
: isChronicConditionDementia <= 0:
: :...isChronicConditionAFib > 0:
: :...age <= 75: 5 (2)
: : age > 75: 1 (2/1)
: isChronicConditionAFib <= 0:
: :...isadmitSourceHospTrans > 0:
: :...admissionBetweenThuAndSat > 0: 5 (2)
: : admissionBetweenThuAndSat <= 0:
: : :...age <= 51: 3 (2)
: : age > 51: 14 (2)
: isadmitSourceHospTrans <= 0:
: :...admissionMonth > 10:
: :...age <= 76: 2 (2/1)
: : age > 76: 7 (2/1)
: admissionMonth <= 10:
: :...daysSinceLastInpatientEncounter <= 1186: 3 (9/1)
: daysSinceLastInpatientEncounter > 1186: [S46]
daysSinceLastInpatientEncounter <= 1059:
:...isChronicConditionAFib > 0:
:...daysSinceLastInpatientEncounter > 950: 9 (2)
: daysSinceLastInpatientEncounter <= 950:
: :...isChronicConditionDepression > 0:
: :...admissionMonth <= 10: 1 (5/1)
: : admissionMonth > 10: 0 (2/1)
: isChronicConditionDepression <= 0:
: :...isChronicConditionColorectalCancer > 0: 3 (6/1)
: isChronicConditionColorectalCancer <= 0:
: :...hospitalAdmitCountPast12months > 1:
: :...isadmitSourceMP > 0: 5 (2)
: : isadmitSourceMP <= 0:
: : :...chronicConditionCount > 9: 12 (2)
: : chronicConditionCount <= 9:
: : :...isadmitSourceOther <= 0:
: : :...age <= 87: 4 (6/2)
: : : age > 87: 1 (3)
: : isadmitSourceOther > 0: [S47]
: hospitalAdmitCountPast12months <= 1: [S48]
isChronicConditionAFib <= 0:
:...daysSinceLastInpatientEncounter > 390:
:...isChronicConditionDepression > 0:
: :...isChronicConditionHyperlipidemia <= 0:
: : :...admissionMonth <= 8: 15 (2)
: : : admissionMonth > 8: 5 (5)
: : isChronicConditionHyperlipidemia > 0:
: : :...edVisitCountPast3months <= 0: 2 (2)
: : edVisitCountPast3months > 0: 3 (2)
: isChronicConditionDepression <= 0:
: :...isethnicityHispanicOrLatino > 0: 2 (3)
: isethnicityHispanicOrLatino <= 0:
: :...isChronicConditionColorectalCancer > 0: 2 (3/2)
: isChronicConditionColorectalCancer <= 0:
: :...isChronicConditionHypertension <= 0: [S49]
: isChronicConditionHypertension > 0:
: :...isadmitSourceMP > 0: [S50]
: isadmitSourceMP <= 0: [S51]
daysSinceLastInpatientEncounter <= 390:
:...isChronicConditionColorectalCancer > 0:
:...isChronicConditionAcuteMyocardialInfarction > 0:
: :...issexMale <= 0:
: : :...isadmitSourceHospTrans > 0: 17 (3/1)
: : : isadmitSourceHospTrans <= 0:
: : : :...isChronicConditionAsthma <= 0: 2 (5/1)
: : : isChronicConditionAsthma > 0: 17 (3/1)
: : issexMale > 0:
: : :...edVisitCountPast3months > 0: 6 (3/1)
: : edVisitCountPast3months <= 0:
: : :...isChronicConditionAnemia <= 0: 1 (3)
: : isChronicConditionAnemia > 0: 4 (3/1)
: isChronicConditionAcuteMyocardialInfarction <= 0:
: :...isadmitSourceOther > 0:
: :...isChronicConditionAsthma > 0: 5 (3/1)
: : isChronicConditionAsthma <= 0:
: : :...edVisitCountPast3months <= 0: 2 (8/2)
: : edVisitCountPast3months > 0:
: : :...age <= 82: 1 (4)
: : age > 82: 7 (3/1)
: isadmitSourceOther <= 0:
: :...chronicConditionCount <= 2: 10 (3/1)
: chronicConditionCount > 2:
: :...admissionMonth > 10:
: :...isChronicConditionAsthma > 0: [S52]
: : isChronicConditionAsthma <= 0: [S53]
: admissionMonth <= 10:
: :...isChronicConditionDementia > 0: [S54]
: isChronicConditionDementia <= 0:
: :...admissionMonth <= 2: [S55]
: admissionMonth > 2:
: :...edVisitCountPast3months > 0: [S56]
: edVisitCountPast3months <= 0: [S57]
isChronicConditionColorectalCancer <= 0:
:...isethnicityHispanicOrLatino > 0:
:...isChronicConditionDepression > 0:
: :...age <= 56: 11 (2)
: : age > 56: 4 (2)
: isChronicConditionDepression <= 0:
: :...isChronicConditionDementia > 0: [S58]
: isChronicConditionDementia <= 0:
: :...admissionMonth > 11:
: :...chronicConditionCount <= 3:
: : :...age <= 63: 16 (3/1)
: : : age > 63: 7 (3)
: : chronicConditionCount > 3:
: : :...isChronicConditionAnemia > 0: [S59]
: : isChronicConditionAnemia <= 0: [S60]
: admissionMonth <= 11: [S61]
isethnicityHispanicOrLatino <= 0:
:...age <= 38:
:...isadmitSourceHospTrans > 0:
: :...admissionMonth > 10: 13 (6/1)
: : admissionMonth <= 10:
: : :...isChronicConditionAnemia > 0: 6 (3)
: : isChronicConditionAnemia <= 0:
: : :...admissionMonth <= 5: 3 (3)
: : admissionMonth > 5:
: : :...isethnicityWhite <= 0: 4 (3)
: : isethnicityWhite > 0: 2 (5/1)
: isadmitSourceHospTrans <= 0: [S62]
age > 38:
:...isChronicConditionDepression > 0:
:...isadmitSourceMP > 0:
: :...isChronicConditionAnemia <= 0: 1 (3/1)
: : isChronicConditionAnemia > 0: 3 (7/2)
: isadmitSourceMP <= 0:
: :...admissionMonth <= 2: [S63]
: admissionMonth > 2:
: :...isChronicConditionDementia > 0:
: :...isadmitSourceEMD <= 0:
: : :...isadmitSourceOther <= 0:
: : : :...age <= 73: 7 (3)
: : : : age > 73: 5 (2)
: : : isadmitSourceOther > 0:
: : : :...age <= 81: 1 (3)
: : : age > 81: 14 (2)
: : isadmitSourceEMD > 0: [S64]
: isChronicConditionDementia <= 0: [S65]
isChronicConditionDepression <= 0:
:...chronicConditionCount <= 2:
:...isChronicConditionDementia > 0: [S66]
: isChronicConditionDementia <= 0: [S67]
chronicConditionCount > 2:
:...hospitalAdmitCountPast12months > 2:
:...isadmitSourceHospTrans > 0:
: :...age <= 67: 12 (3/1)
: : age > 67: 7 (3/2)
: isadmitSourceHospTrans <= 0: [S68]
hospitalAdmitCountPast12months <= 2:
:...isChronicConditionDementia > 0:
:...admissionMonth > 10:
: :...isadmitSourceOther > 0: [S69]
: : isadmitSourceOther <= 0: [S70]
: admissionMonth <= 10:
: :...isadmitSourceMP > 0:
: :...isethnicityWhite <= 0:
: : :...age <= 59: 6 (4/1)
: : : age > 59: 4 (2/1)
: : isethnicityWhite > 0: [S71]
: isadmitSourceMP <= 0: [S72]
isChronicConditionDementia <= 0: [S73]
SubTree [S19]
isethnicityBlackOrAfricanAmerican > 0: 1 (6)
isethnicityBlackOrAfricanAmerican <= 0:
:...isChronicConditionHyperlipidemia <= 0:
:...admissionMonth <= 8: 2 (5/1)
: admissionMonth > 8: 1 (2)
isChronicConditionHyperlipidemia > 0:
:...charlsonComorbidityIndex <= 2: 0 (2/1)
charlsonComorbidityIndex > 2: 1 (4)
SubTree [S20]
isChronicConditionProstateCancer > 0: 1 (2)
isChronicConditionProstateCancer <= 0:
:...chronicConditionCount > 5: 3 (5)
chronicConditionCount <= 5:
:...isChronicConditionAsthma <= 0: 2 (8/1)
isChronicConditionAsthma > 0: 1 (2/1)
SubTree [S21]
isChronicConditionAcuteHypothyroidism > 0:
:...admissionMonth <= 1:
: :...age <= 66: 13 (3)
: : age > 66: 11 (2)
: admissionMonth > 1:
: :...isethnicityBlackOrAfricanAmerican > 0: 2 (2/1)
: isethnicityBlackOrAfricanAmerican <= 0:
: :...chronicConditionCount > 2: 1 (11/3)
: chronicConditionCount <= 2:
: :...admissionBetweenThuAndSat <= 0: 0 (2/1)
: admissionBetweenThuAndSat > 0:
: :...charlsonComorbidityIndex <= 2: 4 (3)
: charlsonComorbidityIndex > 2: 5 (2/1)
isChronicConditionAcuteHypothyroidism <= 0:
:...isadmitSourceMP > 0:
:...chronicConditionCount <= 1: 1 (6/1)
: chronicConditionCount > 1: 8 (3/1)
isadmitSourceMP <= 0:
:...charlsonComorbidityIndex > 2:
:...hospitalAdmitCountPast6months > 3: 8 (2)
: hospitalAdmitCountPast6months <= 3:
: :...isChronicConditionDiabetes <= 0: 2 (11/1)
: isChronicConditionDiabetes > 0:
: :...hospitalAdmitCountPast6months > 2: 2 (7)
: hospitalAdmitCountPast6months <= 2:
: :...isChronicConditionAnemia <= 0: 1 (4/1)
: isChronicConditionAnemia > 0:
: :...isChronicConditionHypertension <= 0: 1 (2)
: isChronicConditionHypertension > 0: 2 (2)
charlsonComorbidityIndex <= 2:
:...age > 65:
:...hospitalAdmitCountPast6months > 4: 6 (3)
: hospitalAdmitCountPast6months <= 4:
: :...edVisitCountPast3months > 2: 1 (3/1)
: edVisitCountPast3months <= 2:
: :...admissionMonth <= 7: 1 (3/2)
: admissionMonth > 7: 5 (5)
age <= 65:
:...isChronicConditionDepression > 0:
:...edVisitCountPast3months <= 3: 2 (7/2)
: edVisitCountPast3months > 3: 5 (4/1)
isChronicConditionDepression <= 0:
:...charlsonComorbidityIndex > 1:
:...chronicConditionCount > 3: 4 (3)
: chronicConditionCount <= 3:
: :...admissionBetweenThuAndSat <= 0: 1 (4/2)
: admissionBetweenThuAndSat > 0: 2 (3)
charlsonComorbidityIndex <= 1:
:...isChronicConditionHyperlipidemia > 0:
:...issexMale <= 0: 1 (5/1)
: issexMale > 0: 3 (5/1)
isChronicConditionHyperlipidemia <= 0:
:...isChronicConditionAnemia > 0:
:...isethnicityHispanicOrLatino > 0: 1 (2)
: isethnicityHispanicOrLatino <= 0:
: :...issexMale <= 0:
: :...chronicConditionCount > 2: 2 (9/2)
: : chronicConditionCount <= 2: [S74]
: issexMale > 0: [S75]
isChronicConditionAnemia <= 0:
:...isChronicConditionIschemicHeartDisease > 0:
:...age <= 35: 3 (3/1)
: age > 35:
: :...admissionBetweenThuAndSat <= 0: 4 (3/1)
: admissionBetweenThuAndSat > 0: 2 (3)
isChronicConditionIschemicHeartDisease <= 0:
:...hospitalAdmitCountPast6months > 4: 4 (2/1)
hospitalAdmitCountPast6months <= 4:
:...isadmitSourceEMD <= 0: [S76]
isadmitSourceEMD > 0: [S77]
SubTree [S22]
isChronicConditionColorectalCancer > 0: 2 (5/1)
isChronicConditionColorectalCancer <= 0:
:...isChronicConditionDementia > 0:
:...isChronicConditionDiabetes > 0:
: :...admissionMonth <= 9: 3 (3/1)
: : admissionMonth > 9: 9 (2)
: isChronicConditionDiabetes <= 0:
: :...admissionBetweenThuAndSat > 0: 1 (2)
: admissionBetweenThuAndSat <= 0:
: :...issexMale <= 0: 7 (2/1)
: issexMale > 0: 4 (3)
isChronicConditionDementia <= 0:
:...isChronicConditionDepression > 0: 1 (7/1)
isChronicConditionDepression <= 0:
:...isChronicConditionLungCancer > 0:
:...daysSinceLastInpatientEncounter <= 49: 1 (4/1)
: daysSinceLastInpatientEncounter > 49: 2 (3)
isChronicConditionLungCancer <= 0:
:...isChronicConditionAcuteMyocardialInfarction > 0:
:...inpatientAdmitCountPast3months <= 0: 1 (2)
: inpatientAdmitCountPast3months > 0: 2 (4)
isChronicConditionAcuteMyocardialInfarction <= 0:
:...isChronicConditionAcuteHypothyroidism > 0:
:...isChronicConditionDiabetes > 0: 6 (3/1)
: isChronicConditionDiabetes <= 0:
: :...issexMale <= 0: 1 (5)
: issexMale > 0:
: :...admissionBetweenThuAndSat <= 0: 4 (5/1)
: admissionBetweenThuAndSat > 0: 2 (3/1)
isChronicConditionAcuteHypothyroidism <= 0:
:...isadmitSourceHospTrans > 0:
:...admissionMonth <= 7:
: :...issexMale <= 0: 8 (2/1)
: : issexMale > 0: 5 (6/2)
: admissionMonth > 7:
: :...isChronicConditionHyperlipidemia > 0: 1 (3/1)