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Table 1 29 medical indices in input neurons

From: Learning from imbalanced fetal outcomes of systemic lupus erythematosus in artificial neural networks

Neurons

 

Inputs

\(x_{01}\)

Baseline characteristics

Age

\(x_{02}\)

 

Region (city/rural)

\(x_{03}\)

History

History of live birth* (frequency) (city/rural)

\(x_{04}\)

 

History of spontaneous abortion* (frequency)

\(x_{05}\)

 

History of therapeutic abortion* (frequency)

\(x_{06}\)

 

History of artificial abortion* (frequency)

\(x_{07}\)

 

Other adverse reproductive history irrelevant to SLE (frequency)

\(x_{08}\)

 

History of caesarean (frequency)

\(x_{09}\)

 

Other chronic disease: Diabetes/Hypertension (Y/N)

\(x_{10}\)

 

History of SLE (years)

\(x_{11}\)

 

Pre-gestational SLE status Remission stage (Y/N)

\(x_{12}\)

 

Pre-gestational SLE status Active stage (Y/N)

\(x_{13}\)

 

Pre-gestational SLE status Initial onset (Y/N)

\(x_{14}\)

Clinical manifestation

Nephritis (Y/N)

\(x_{15}\)

 

Cutaneous lesion (Y/N)

\(x_{16}\)

 

Hematological disorder (Y/N)

\(x_{17}\)

 

Arthritis (Y/N)

\(x_{18}\)

 

Serositis (Y/N)

\(x_{19}\)

Laboratory data

Anti-Ro/SSA (Positive/Negative)

\(x_{20}\)

 

Anti-La / SSB (Positive/Negative)

\(x_{21}\)

 

Anti-dsDNA (Positive/Negative)

\(x_{22}\)

 

Anti-Sm (Positive/Negative)

\(x_{23}\)

 

APL (Positive/Negative)

\(x_{24}\)

 

C3 hypocomplementania-C3 (g/L)

\(x_{25}\)

 

C4 hypocomplementania-C4 (g/L)

\(x_{26}\)

 

24-hour-urinary protein level (g/L)

\(x_{27}\)

 

ADP(\(\%\))

\(x_{28}\)

Treatments

Glucocorticoid (Y/N)

\(x_{29}\)

 

Asprin (Y/N)

  1. *Medical terms are shown in the Method section