Skip to main content
Journal of Big Data

Table 1 Comparison of characteristics between MODS and non-MODS groups

From: Early prediction of MODS interventions in the intensive care unit using machine learning

Features

MODS-yes (n = 1,960,021)

MODS-no (n = 429,820)

χ2/t

P

CurrentHour

172.26 ± 236.283

104.81 ± 157.329

− 182.856

 < 0.001

CurrentMaxHr

85.248 ± 17.221

80.748 ± 14.839

162.591

 < 0.001

CurrentMaxDopamine

5.573 ± 5.576

5.679 ± 5.792

11.491

 < 0.001

CurrentMinOi

252.419 ± 108.505

249.183 ± 111.431

− 18.033

 < 0.001

CurrentMinGcs

10.899 ± 3.5792

14.686 ± 1.1529

701.963

 < 0.001

CurrentMaxLactate

1.744 ± 1.404

1.723 ± 1.4259

− 9.004

 < 0.001

CurrentMaxCreatinine

140.735 ± 118.691

90.040 ± 54.246

− 280.231

 < 0.001

CurrentMaxBilirubin

247.066 ± 120.868

148.548 ± 332.848

− 80.377

 < 0.001

CurrentMinPlatelet

224.990 ± 130.619

247.066 ± 120.868

104.052

 < 0.001

CurrentCardiovascularMods

0.105 ± 0.507

0.009 ± 0.122

− 125.529

 < 0.001

CurrentRespiratoryMods

1.373 ± 1.122

1.330 ± 1.090

23.750

 < 0.001

CurrentRenalMods

0.777 ± 0.974

0.288 ± 0.544

− 326.096

 < 0.001

CurrentGcsMods

1.784 ± 1.343

0.203 ± 0.537

− 776.422

 < 0.001

CurrentHepaticMods

1.792 ± 1.125

1.628 ± 1.002

90.782

 < 0.001

CurrentHematologicMods

0.317 ± 0.717

0.082 ± 0.336

− 214.788

 < 0.001

Cardiovascular24HoursMods

0.103 ± 0.487

0.007 ± 0.112

− 208.112

 < 0.001

Respiratory24HoursMods

1.361 ± 1.105

1.325 ± 1.011

23.620

 < 0.001

Renal24HoursMods

0.766 ± 0.954

0.276 ± 0.524

− 320.051

 < 0.001

gcs24HoursMods

1.773 ± 1.329

0.201 ± 0.529

− 766.399

 < 0.001

Hepatic24HoursMods

1.790 ± 1.113

1.615 ± 0.991

89.770

 < 0.001

Hematologic24HoursMods

0.313 ± 0.713

0.0792 ± 0.333

− 209.780

 < 0.001

  1. CurrentHour (h) indicates the cumulative duration of ICU admission; currentMaxHr (time/min) indicates the maximum heart rate in the current hour; currentMaxDopamine (UG/kg/min) indicates the maximum value of dopamine in the current hour; CurrentMinOi indicates the minimum oxygenation index in the current hour; currentMinGcs (1) indicated the minimum Glasgow index in the current hour; currentMaxLactate (mmol/L) indicates the maximum serum lactic acid in the current hour; CurrentMaxCreatinine (umol/L) indicates the maximum value of creatinine in the current hour; currentMaxBilirubin (umol/L) indicated the maximum value of total bilirubin in the current hour; CurrentMinPlatelet (109) indicates the minimum value of platelets in the current hour; CurrentCardiovas cularMods indicates the maximum value of the MODS score corresponding to the cardiovascular system in the current hour, that is, max (the MODS score corresponding to currentMaxDopamine, the MODS score corresponding to currentMaxLactate, the MODS score corresponding to currentMaxHr); currentRespiratoryMods indicates the MODS score corresponding to currentMinOi in the current hour; CurrentRenalMods indicates the MODS score corresponding to currentMaxCreatinine in the current hour; currentGcsMods indicates the MODS score corresponding to currentMinGcs in the current hour; currentHepaticMods indicates the MODS score corresponding to currentMaxBilirubin in the current hour; CurrentHematologicMods indicates the MODS score corresponding to currentMinPlatelet in the current hour; cardiovascular24HoursMods indicates the maximum value of currentCardiovas cularMods in the past 24 h; respiratory24HoursMods indicates the maximum value of currentRespiratoryMods in the past 24 h; renal24HoursMods indicates the maximum value of currentRenalMods in the past 24 h; gcs24HoursMods indicates the maximum value of currentGcsMods in the past 24 h; hepatic24HoursMods indicates the maximum value of currentHepaticMods in the past 24 h; hematologic 24HoursMods indicates the maximum value of currentHematologicMods in the past 24 h
Back to article page