Demographics

Demographics Table

Demographics Table

Variable Primary Bronchiolitis Diagnoses All Bronchiolitis Diagnoses APR-DRG v32 Bronchiolitis
n
number of unique admissions 203859 (100%) 292390 (100%) 195233 (100%)
number of unique patients 185658 257167 179339
Age
median age in months (IQR) 5 (2-11) 5 (2-12) 5 (2-11)
Sex
male 119393 (58.57%) 171050 (58.5%) 114183 (58.49%)
Race
white 112658 (55.26%) 160872 (55.02%) 108104 (55.37%)
black 40819 (20.02%) 60172 (20.58%) 38400 (19.67%)
asian 6170 (3.03%) 9083 (3.11%) 5973 (3.06%)
american indian 1554 (0.76%) 2407 (0.82%) 1496 (0.77%)
pacific islander 1690 (0.83%) 2417 (0.83%) 1615 (0.83%)
other race 34251 (16.8%) 47047 (16.09%) 33068 (16.94%)
Ethnicity
hispanic 49064 (24.07%) 71509 (24.46%) 47495 (24.33%)
Insurance
commercial insurance 64361 (31.57%) 91037 (31.14%) 62523 (32.02%)
government insurance 132268 (64.88%) 190514 (65.16%) 125700 (64.38%)
other insurance 7230 (3.55%) 10839 (3.71%) 7010 (3.59%)
Complex Chronic Conditions
complex chronic condition 36186 (17.75%) 61846 (21.15%) 28601 (14.65%)
cardiovascular condition 12038 (5.91%) 21818 (7.46%) 9801 (5.02%)
gastrointestinal condition 7905 (3.88%) 15093 (5.16%) 6177 (3.16%)
hematologic or immunologic condition 2621 (1.29%) 4721 (1.61%) 2459 (1.26%)
malignancy 745 (0.37%) 1688 (0.58%) 657 (0.34%)
metabolic condition 1844 (0.9%) 4000 (1.37%) 1476 (0.76%)
neurologic condition 4174 (2.05%) 8300 (2.84%) 3379 (1.73%)
genetic condition 7884 (3.87%) 13368 (4.57%) 7203 (3.69%)
premature or neonatal condition 7676 (3.77%) 13808 (4.72%) 2151 (1.1%)
renal condition 1824 (0.89%) 3479 (1.19%) 1560 (0.8%)
respiratory condition 6201 (3.04%) 11644 (3.98%) 4870 (2.49%)
technology dependent 10263 (5.03%) 18591 (6.36%) 7898 (4.05%)
transplant recipient 131 (0.06%) 330 (0.11%) 134 (0.07%)
Admission Characteristics
median hospital length of stay (IQR) 3 (2-4) 3 (2-5) 2 (2-4)
admitted to icu 39422 (19.34%) 80156 (27.41%) 33981 (17.41%)
highest support of invasive ventilation 6751 (3.31%) 19792 (6.77%) 2251 (1.15%)
highest support of noninvasive ventilation 9983 (4.9%) 19427 (6.64%) 9470 (4.85%)
no ventilatory support 187125 (91.79%) 253171 (86.59%) 183512 (94%)
received ecmo 113 (0.06%) 537 (0.18%) 1 (0%)
Cost of Care
median cost (IQR) 5224 (3120-9365) 6119 (3506-11883) 5034 (3053.75-8727)
median abstracted charge (IQR) 15462 (9285-28318) 18384 (10440-36248.25) 14943 (9082-26269)
median cms adjusted cost (IQR) 5118 (3070-9142) 6022.5 (3455-11696) 4926 (3000-8501)
median cms adjusted abstracted charge (IQR) 15132 (9131-27512.25) 18072 (10334-35567) 14599 (8925-25599)
Survival
survived to discharge 203725 (99.93%) 291791 (99.8%) 195173 (99.97%)

CCC Admissions Over Time

CCC Proportions Over Time

Diagnoses

Diagnoses

Diagnoses Per Encounter

Bronchiolitis and Influenza Diagnoses

Acute Respiratory Failure Diagnoses

Incidence

Ventilation

Length of Stay

Cost

Inflation Adjusted Costs

Gross Domestic Product Adjusted Annual Costs

National Health Expenditure Per Capita Adjusted Annual Costs

Gross Domestic Product Adjusted Cost Per Admission

National Health Expenditures per Capita Adjusted Cost Per Admission

Gross Domestic Product Adjusted Cost by Level of Ventilatory Support

National Health Expenditures per Capita Adjusted Cost by Level of Ventilatory Support

Model IMV

MV Logistic Regression

Primary Bronchiolitis Diagnoses Model Characteristics

Variable Fixed-Effects Odds Ratio [95% CI] Mixed-Effects Odds Ratio [95% CI]
Discharge Year 1 [0.99, 1] 1 [1, 1]
Insurance: Government 1.32 [1.28, 1.37] 1.32 [1.28, 1.36]
Insurance: Other 1.04 [0.96, 1.13] 1.06 [0.98, 1.15]
Sex: Female 0.96 [0.93, 0.98] 0.96 [0.93, 0.98]
Race: Other 0.95 [0.92, 0.99] 1 [0.96, 1.03]
Race: Black 0.86 [0.83, 0.89] 0.83 [0.8, 0.87]
Ethnicity: Hispanic 0.69 [0.67, 0.72] 0.76 [0.73, 0.79]
Ethnicity: Unknown 0.97 [0.92, 1.01] 0.9 [0.86, 0.94]
Admit Age (months): 1st Order Spline 0.06 [0.05, 0.07] 0.06 [0.05, 0.06]
Admit Age (months): 2nd Order Spline 0.36 [0.31, 0.42] 0.37 [0.32, 0.43]
Admit Age (months): 3rd Order Spline 0.11 [0.1, 0.13] 0.11 [0.1, 0.12]
CCC: Cardiovascular 4.46 [4.31, 4.62] 4.43 [4.28, 4.59]
CCC: Hematologic/Immunologic 1.41 [1.29, 1.55] 1.4 [1.28, 1.54]
CCC: Malignancy 3.08 [2.71, 3.49] 3.06 [2.69, 3.47]
CCC: Metabolic 3.23 [2.99, 3.49] 3.18 [2.94, 3.43]
CCC: Neurologic 1.98 [1.85, 2.11] 1.94 [1.82, 2.08]
CCC: Congenital / Genetic Defect 0.9 [0.85, 0.96] 0.91 [0.86, 0.96]
CCC: Prematurity / Neonatal 1.58 [1.5, 1.67] 1.6 [1.51, 1.68]
CCC: Renal / Urologic 1.37 [1.25, 1.51] 1.35 [1.23, 1.48]
CCC: Respiratory 3.38 [3.22, 3.54] 3.33 [3.18, 3.5]
CCC: Technology Dependent 1.65 [1.57, 1.74] 1.68 [1.6, 1.77]
CCC: TPN Dependent 17.74 [16.68, 18.88] 18.65 [17.52, 19.84]
CCC: Transplant Patient 0.55 [0.36, 0.83] 0.51 [0.34, 0.76]

All Bronchiolitis Diagnoses Model Characteristics

Variable Fixed-Effects Odds Ratio [95% CI] Mixed-Effects Odds Ratio [95% CI]
Discharge Year 1.02 [1.02, 1.02] 1.02 [1.02, 1.02]
Insurance: Government 1.3 [1.27, 1.32] 1.27 [1.25, 1.29]
Insurance: Other 1.01 [0.96, 1.06] 1.07 [1.02, 1.12]
Sex: Female 0.97 [0.96, 0.99] 0.97 [0.96, 0.99]
Race: Other 0.87 [0.85, 0.89] 0.92 [0.9, 0.94]
Race: Black 0.91 [0.89, 0.93] 0.87 [0.85, 0.89]
Ethnicity: Hispanic 0.83 [0.81, 0.85] 0.85 [0.83, 0.87]
Ethnicity: Unknown 1.11 [1.07, 1.14] 1.08 [1.04, 1.11]
Admit Age (months): 1st Order Spline 0.09 [0.08, 0.1] 0.09 [0.08, 0.09]
Admit Age (months): 2nd Order Spline 0.45 [0.41, 0.49] 0.46 [0.42, 0.5]
Admit Age (months): 3rd Order Spline 0.15 [0.14, 0.16] 0.15 [0.14, 0.16]
CCC: Cardiovascular 4.07 [3.99, 4.16] 4.08 [3.99, 4.16]
CCC: Hematologic/Immunologic 1.26 [1.19, 1.32] 1.27 [1.21, 1.34]
CCC: Malignancy 2.14 [1.98, 2.3] 2.11 [1.96, 2.27]
CCC: Metabolic 3.18 [3.05, 3.33] 3.16 [3.03, 3.31]
CCC: Neurologic 2.27 [2.19, 2.35] 2.26 [2.17, 2.34]
CCC: Congenital / Genetic Defect 0.91 [0.88, 0.94] 0.92 [0.89, 0.95]
CCC: Prematurity / Neonatal 1.58 [1.54, 1.63] 1.58 [1.53, 1.63]
CCC: Renal / Urologic 1.25 [1.18, 1.32] 1.24 [1.17, 1.31]
CCC: Respiratory 3.04 [2.95, 3.13] 3.03 [2.94, 3.12]
CCC: Technology Dependent 1.5 [1.45, 1.54] 1.51 [1.47, 1.56]
CCC: TPN Dependent 13.21 [12.76, 13.68] 13.57 [13.11, 14.06]
CCC: Transplant Patient 0.73 [0.62, 0.86] 0.73 [0.62, 0.86]

APR-DRG v32 Bronchiolitis Diagnoses Model Characteristics

Variable Fixed-Effects Odds Ratio [95% CI] Mixed-Effects Odds Ratio [95% CI]
Discharge Year 1.01 [1, 1.02] 1.01 [1, 1.02]
Insurance: Government 1.15 [1.09, 1.2] 1.14 [1.08, 1.2]
Insurance: Other 1.2 [1.07, 1.35] 1.21 [1.08, 1.36]
Sex: Female 0.93 [0.89, 0.97] 0.93 [0.89, 0.97]
Race: Other 0.92 [0.88, 0.98] 0.94 [0.89, 0.99]
Race: Black 0.79 [0.74, 0.84] 0.78 [0.73, 0.83]
Ethnicity: Hispanic 0.75 [0.71, 0.8] 0.77 [0.72, 0.82]
Ethnicity: Unknown 1.07 [1, 1.15] 1.06 [0.98, 1.14]
Admit Age (months): 1st Order Spline 0.04 [0.03, 0.04] 0.04 [0.03, 0.04]
Admit Age (months): 2nd Order Spline 1.3 [1.02, 1.66] 1.31 [1.03, 1.67]
Admit Age (months): 3rd Order Spline 0.1 [0.08, 0.12] 0.1 [0.08, 0.12]
CCC: Cardiovascular 2.73 [2.56, 2.91] 2.73 [2.55, 2.91]
CCC: Metabolic 1.73 [1.48, 2.03] 1.72 [1.47, 2.02]
CCC: Neurologic 2.25 [2.02, 2.52] 2.24 [2.01, 2.5]
CCC: Congenital / Genetic Defect 0.76 [0.69, 0.84] 0.76 [0.69, 0.85]
CCC: Respiratory 3.56 [3.28, 3.87] 3.55 [3.27, 3.85]
CCC: Technology Dependent 1.77 [1.62, 1.93] 1.78 [1.63, 1.95]
CCC: TPN Dependent 9.5 [8.48, 10.64] 9.67 [8.63, 10.84]

Model NIV

MV Logistic Regression

Primary Bronchiolitis Diagnoses Model Characteristics

Variable Fixed-Effects Odds Ratio [95% CI] Mixed-Effects Odds Ratio [95% CI]
Discharge Year 1.24 [1.24, 1.25] 1.24 [1.23, 1.24]
Insurance: Government 0.93 [0.91, 0.95] 0.97 [0.95, 0.99]
Insurance: Other 0.65 [0.61, 0.69] 0.59 [0.55, 0.63]
Sex: Female 0.95 [0.93, 0.97] 0.96 [0.94, 0.98]
Race: Other 1.22 [1.19, 1.25] 1.09 [1.06, 1.12]
Race: Black 1.12 [1.09, 1.16] 1.04 [1.01, 1.07]
Ethnicity: Hispanic 0.75 [0.72, 0.77] 0.81 [0.78, 0.83]
Ethnicity: Unknown 1.17 [1.13, 1.21] 1.09 [1.05, 1.13]
Admit Age (months): 1st Order Spline 0.51 [0.46, 0.56] 0.46 [0.42, 0.51]
Admit Age (months): 2nd Order Spline 1.17 [1.07, 1.28] 1.18 [1.07, 1.29]
Admit Age (months): 3rd Order Spline 0.65 [0.6, 0.7] 0.63 [0.59, 0.68]
CCC: Cardiovascular 1.71 [1.65, 1.77] 1.76 [1.7, 1.82]
CCC: Gastrointestinal 0.82 [0.75, 0.88] 0.82 [0.75, 0.88]
CCC: Hematologic/Immunologic 1.24 [1.15, 1.33] 1.12 [1.04, 1.2]
CCC: Malignancy 1.77 [1.57, 1.99] 1.83 [1.62, 2.07]
CCC: Metabolic 1.37 [1.26, 1.48] 1.31 [1.2, 1.42]
CCC: Neurologic 1.32 [1.24, 1.4] 1.32 [1.24, 1.4]
CCC: Congenital / Genetic Defect 1.28 [1.22, 1.34] 1.27 [1.21, 1.33]
CCC: Prematurity / Neonatal 1.15 [1.1, 1.2] 1.2 [1.15, 1.26]
CCC: Respiratory 1.23 [1.17, 1.29] 1.21 [1.15, 1.28]
CCC: Technology Dependent 1.34 [1.24, 1.44] 1.36 [1.27, 1.47]
CCC: TPN Dependent 4.67 [4.36, 4.99] 4.78 [4.47, 5.13]

All Bronchiolitis Diagnoses Model Characteristics

Variable Fixed-Effects Odds Ratio [95% CI] Mixed-Effects Odds Ratio [95% CI]
Discharge Year 1.23 [1.23, 1.23] 1.23 [1.23, 1.23]
Insurance: Government 0.91 [0.9, 0.93] 0.92 [0.9, 0.93]
Insurance: Other 0.59 [0.57, 0.62] 0.57 [0.55, 0.6]
Sex: Female 0.98 [0.96, 0.99] 0.99 [0.97, 1]
Race: Other 1.2 [1.18, 1.23] 1.16 [1.13, 1.18]
Race: Black 1.16 [1.14, 1.18] 1.07 [1.05, 1.09]
Ethnicity: Hispanic 0.79 [0.78, 0.81] 0.8 [0.79, 0.82]
Ethnicity: Unknown 0.96 [0.94, 0.99] 0.9 [0.88, 0.93]
Admit Age (months): 1st Order Spline 0.6 [0.56, 0.64] 0.58 [0.54, 0.62]
Admit Age (months): 2nd Order Spline 1.15 [1.08, 1.22] 1.15 [1.08, 1.22]
Admit Age (months): 3rd Order Spline 0.75 [0.71, 0.79] 0.74 [0.71, 0.78]
CCC: Cardiovascular 1.48 [1.44, 1.52] 1.51 [1.47, 1.54]
CCC: Gastrointestinal 0.92 [0.87, 0.97] 0.91 [0.86, 0.96]
CCC: Malignancy 1.76 [1.64, 1.89] 1.76 [1.64, 1.89]
CCC: Metabolic 1.25 [1.19, 1.31] 1.23 [1.17, 1.29]
CCC: Neurologic 1.34 [1.29, 1.39] 1.35 [1.3, 1.4]
CCC: Congenital / Genetic Defect 1.28 [1.24, 1.32] 1.29 [1.25, 1.33]
CCC: Prematurity / Neonatal 1.21 [1.18, 1.25] 1.24 [1.21, 1.28]
CCC: Renal / Urologic 0.78 [0.74, 0.83] 0.78 [0.74, 0.83]
CCC: Respiratory 1.1 [1.07, 1.14] 1.09 [1.06, 1.13]
CCC: Technology Dependent 1.16 [1.1, 1.22] 1.17 [1.12, 1.24]
CCC: TPN Dependent 2.91 [2.8, 3.02] 2.91 [2.8, 3.02]
CCC: Transplant Patient 0.71 [0.59, 0.86] 0.7 [0.58, 0.84]

APR-DRG v32 Bronchiolitis Diagnoses Model Characteristics

Variable Fixed-Effects Odds Ratio [95% CI] Mixed-Effects Odds Ratio [95% CI]
Discharge Year 1.25 [1.24, 1.25] 1.24 [1.24, 1.24]
Insurance: Government 0.92 [0.9, 0.94] 0.96 [0.93, 0.98]
Insurance: Other 0.6 [0.56, 0.65] 0.55 [0.51, 0.59]
Sex: Female 0.95 [0.93, 0.97] 0.96 [0.94, 0.98]
Race: Other 1.22 [1.19, 1.25] 1.08 [1.05, 1.11]
Race: Black 1.14 [1.11, 1.17] 1.04 [1.01, 1.07]
Ethnicity: Hispanic 0.76 [0.73, 0.78] 0.81 [0.79, 0.84]
Ethnicity: Unknown 1.19 [1.15, 1.23] 1.11 [1.07, 1.15]
Admit Age (months): 1st Order Spline 0.51 [0.46, 0.56] 0.46 [0.42, 0.51]
Admit Age (months): 2nd Order Spline 1.28 [1.16, 1.4] 1.28 [1.16, 1.4]
Admit Age (months): 3rd Order Spline 0.69 [0.64, 0.74] 0.67 [0.62, 0.72]
CCC: Cardiovascular 1.57 [1.51, 1.64] 1.6 [1.53, 1.67]
CCC: Hematologic/Immunologic 1.21 [1.12, 1.31] 1.09 [1.01, 1.18]
CCC: Malignancy 1.78 [1.56, 2.04] 1.82 [1.59, 2.08]
CCC: Metabolic 1.19 [1.07, 1.32] 1.1 [0.99, 1.22]
CCC: Neurologic 1.38 [1.29, 1.48] 1.38 [1.28, 1.48]
CCC: Congenital / Genetic Defect 1.28 [1.22, 1.35] 1.28 [1.22, 1.35]
CCC: Respiratory 1.23 [1.16, 1.31] 1.21 [1.14, 1.29]
CCC: Technology Dependent 1.14 [1.09, 1.21] 1.17 [1.11, 1.24]
CCC: TPN Dependent 6.95 [6.36, 7.6] 7.4 [6.76, 8.1]

Model ICU

MV Logistic Regression

Primary Bronchiolitis Diagnoses Model Characteristics

Variable Fixed-Effects Odds Ratio [95% CI] Mixed-Effects Odds Ratio [95% CI]
Discharge Year 1.09 [1.09, 1.09] 1.09 [1.09, 1.09]
Insurance: Government 1.1 [1.09, 1.11] 1.1 [1.09, 1.12]
Insurance: Other 0.96 [0.93, 0.99] 0.95 [0.92, 0.98]
Sex: Female 0.95 [0.94, 0.96] 0.95 [0.94, 0.96]
Ethnicity: Hispanic 0.77 [0.76, 0.78] 0.85 [0.84, 0.86]
Ethnicity: Unknown 0.83 [0.81, 0.84] 0.79 [0.78, 0.81]
Admit Age (months): 1st Order Spline 0.58 [0.55, 0.61] 0.55 [0.52, 0.58]
Admit Age (months): 2nd Order Spline 1.02 [0.96, 1.07] 1.04 [0.98, 1.1]
Admit Age (months): 3rd Order Spline 0.69 [0.67, 0.72] 0.69 [0.66, 0.72]
CCC: Cardiovascular 2.74 [2.68, 2.8] 2.75 [2.69, 2.81]
CCC: Gastrointestinal 1.29 [1.25, 1.33] 1.28 [1.24, 1.32]
CCC: Hematologic/Immunologic 1.09 [1.04, 1.14] 1.05 [1, 1.1]
CCC: Malignancy 2.03 [1.88, 2.2] 2.04 [1.88, 2.21]
CCC: Metabolic 1.64 [1.56, 1.73] 1.62 [1.53, 1.7]
CCC: Neurologic 1.4 [1.35, 1.45] 1.39 [1.34, 1.44]
CCC: Congenital / Genetic Defect 1.16 [1.13, 1.2] 1.17 [1.13, 1.2]
CCC: Prematurity / Neonatal 1.17 [1.13, 1.2] 1.18 [1.14, 1.21]
CCC: Renal / Urologic 1.22 [1.16, 1.29] 1.21 [1.14, 1.27]
CCC: Respiratory 1.53 [1.49, 1.58] 1.52 [1.47, 1.56]
CCC: TPN Dependent 5.56 [5.25, 5.9] 5.77 [5.44, 6.12]

All Bronchiolitis Diagnoses Model Characteristics

Variable Fixed-Effects Odds Ratio [95% CI] Mixed-Effects Odds Ratio [95% CI]
Discharge Year 1.14 [1.13, 1.14] 1.13 [1.13, 1.13]
Insurance: Government 1.06 [1.05, 1.08] 1.05 [1.03, 1.06]
Insurance: Other 0.93 [0.91, 0.95] 0.98 [0.95, 1]
Sex: Female 0.96 [0.95, 0.97] 0.96 [0.95, 0.97]
Race: Other 0.97 [0.96, 0.99] 1.03 [1.02, 1.04]
Race: Black 1.06 [1.05, 1.08] 1 [0.99, 1.02]
Ethnicity: Hispanic 0.85 [0.84, 0.86] 0.89 [0.88, 0.9]
Ethnicity: Unknown 0.86 [0.85, 0.88] 0.83 [0.82, 0.85]
Admit Age (months): 1st Order Spline 0.65 [0.62, 0.68] 0.64 [0.62, 0.67]
Admit Age (months): 2nd Order Spline 1.01 [0.97, 1.05] 1.03 [0.99, 1.07]
Admit Age (months): 3rd Order Spline 0.75 [0.73, 0.77] 0.75 [0.73, 0.77]
CCC: Cardiovascular 2.86 [2.81, 2.9] 2.87 [2.83, 2.92]
CCC: Gastrointestinal 1.19 [1.16, 1.21] 1.19 [1.16, 1.21]
CCC: Malignancy 1.97 [1.87, 2.08] 1.94 [1.84, 2.05]
CCC: Metabolic 1.88 [1.82, 1.95] 1.87 [1.81, 1.94]
CCC: Neurologic 1.66 [1.62, 1.71] 1.66 [1.62, 1.7]
CCC: Congenital / Genetic Defect 1.16 [1.13, 1.18] 1.17 [1.14, 1.19]
CCC: Prematurity / Neonatal 1.14 [1.12, 1.17] 1.14 [1.12, 1.17]
CCC: Renal / Urologic 1.11 [1.07, 1.15] 1.11 [1.06, 1.15]
CCC: Respiratory 1.63 [1.59, 1.66] 1.62 [1.59, 1.66]
CCC: TPN Dependent 4.52 [4.37, 4.68] 4.66 [4.51, 4.83]

APR-DRG v32 Bronchiolitis Diagnoses Model Characteristics

Variable Fixed-Effects Odds Ratio [95% CI] Mixed-Effects Odds Ratio [95% CI]
Discharge Year 1.1 [1.1, 1.1] 1.1 [1.1, 1.1]
Insurance: Government 1.06 [1.05, 1.08] 1.07 [1.05, 1.08]
Insurance: Other 0.96 [0.92, 0.99] 0.94 [0.91, 0.98]
Sex: Female 0.95 [0.93, 0.96] 0.94 [0.93, 0.96]
Ethnicity: Hispanic 0.78 [0.77, 0.8] 0.86 [0.85, 0.87]
Ethnicity: Unknown 0.84 [0.82, 0.85] 0.8 [0.78, 0.82]
Admit Age (months): 1st Order Spline 0.65 [0.61, 0.68] 0.61 [0.58, 0.65]
Admit Age (months): 2nd Order Spline 1.21 [1.14, 1.27] 1.23 [1.16, 1.3]
Admit Age (months): 3rd Order Spline 0.79 [0.75, 0.82] 0.78 [0.75, 0.82]
CCC: Cardiovascular 2.32 [2.27, 2.37] 2.32 [2.27, 2.38]
CCC: Gastrointestinal 1.31 [1.27, 1.36] 1.31 [1.26, 1.35]
CCC: Malignancy 1.74 [1.59, 1.9] 1.75 [1.6, 1.91]
CCC: Metabolic 1.32 [1.24, 1.41] 1.3 [1.22, 1.38]
CCC: Neurologic 1.31 [1.25, 1.36] 1.3 [1.25, 1.36]
CCC: Congenital / Genetic Defect 1.18 [1.14, 1.22] 1.18 [1.15, 1.22]
CCC: Prematurity / Neonatal 0.83 [0.79, 0.88] 0.85 [0.81, 0.91]
CCC: Renal / Urologic 1.14 [1.07, 1.21] 1.13 [1.06, 1.2]
CCC: Respiratory 1.34 [1.29, 1.39] 1.33 [1.28, 1.37]
CCC: TPN Dependent 3.27 [3.03, 3.52] 3.44 [3.19, 3.72]

Single-Center

Pittsburgh

Percentage Admitted To The ICU

Invasive and Non-invasive Ventilation Among ICU Admissions

Modified PELOD Among ICU Admissions

PRISM Among ICU Admissions

Colophon

This dashboard was built using RStudio running R version 4.0.3 (2020-10-10) on macOS Big Sur 10.16, and the following packages:

Package Version Source
cowplot 1.1.1 CRAN
dplyr 1.0.2 CRAN
flexdashboard 0.5.2 CRAN
forcats 0.5.0 CRAN
geepack 1.3-2 CRAN
ggplot2 3.3.3 CRAN
glue 1.4.2 CRAN
kableExtra 1.3.1 CRAN
lme4 1.1-26 CRAN
lubridate 1.7.9.2 CRAN
Matrix 1.3-0 CRAN
purrr 0.3.4 CRAN
readr 1.4.0 CRAN
stringr 1.4.0 CRAN
tibble 3.0.4 CRAN
tidyr 1.1.2 CRAN
tidyverse 1.3.0 CRAN
tiff 0.1-6 CRAN

The total rendering time for this document was 78 minutes, of which 75 minutes were spent on model generation.