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Table 4 Main articles selected for review

From: Artificial intelligence on the identification of risk groups for osteoporosis, a general review

Authors

CIT

Year

Technique

Auxiliary exam

Group

PAC

Koh et al. [14]

465

2001

OSTA

DXA

Women

1983

Kung et al. [50]

68

2002

OSTA

QUS

Men

722

Gregory et al. [13]

41

1999

LVQ, R-PRO

Histological intervention

Men, women

100

Reid et al. [40]

24

2006

Cross-calibration

DEXA

Women

991

Sapthagirivasan et al. [28]

23

2013

SVM, RBF

X-ray

Women

50

Chiu et al. [18]

19

2006

ANN

DEXA

Men, women

1403

Leslie et al. [23]

19

2011

ALG

DEXA

Men, women

4015

Lemineur et al. [19]

16

2007

ANN

DEXA

Women

304

Yoo et al. [27]

16

2013

SVM, RF, ANN, LR

N/A

Women

1674

Wenjia et al. [16]

15

2005

MLP, NNE

DEXA, QUS, PIXI

Women

2934

Hsueh-Wei et al. [46]

13

2013

MFNN

SNP

Women

295

Kavitha et al. [29]

10

2013

SVM

X-ray

Women

100

Juez et al. [25]

9

2010

GA, MLP

DEXA

Women

200

Liu et al. [32]

8

2015

ANN, GA

X-ray

Men, women

725

Jennane et al. [44]

8

2010

ANFIS, SVM, GA, HSGA, LSGA

Microscopia

N/A

18

Tafraouti et al. [30]

7

2014

SVM

X-ray

N/A

39

Lee et al. [20]

6

2008

SVM

DEXA

Women

94

Mantzaris et al. [24]

6

2010

PNNS, LVQ, ANN

DEXA

Men, women

3426

Meneses et al. [21]

5

2008

ANN, MLP, BP

X-ray

Men, women

100

Xinghu et al. [33]

4

2016

ANN

X-ray

Men, women

119

Meneses et al. [22]

3

2009

ANN

X-ray

Men, women

N/A

Harrar et al. [26]

2

2012

ANN, MLP

X-ray

Women

120

Iliou et al. [31]

1

2017

MLP

DEXA

Men, women

1403

Kavitha et al. [45]

1

2012

SVM

X-ray

Women

69

Rizzi et al. [15]

1

2004

MoG, SHEM

CBM

Women

845

  1. ALG algorithm, ANFIS adaptive neuro fuzzy inference system, ANN artificial neural networks, BP back-propagation, CBM computerized bone mineralometry, CIT citations, DEXA dual-energy X-ray absorptiometry, GA genetic algorithm, HSGA hybrid skeleton graph analysis, LR logistic regression, LSGA line skeleton graph analysis, LVQ learning vector quantization, MFNN multilayer feedforward neural network, MLP Multilayer Perceptron, MoG mixture of Gaussian, NNE neural net ensemble, OSTA Osteoporosis Self-Assessment Tool For Asian, PAC number of patients, PIXI peripheral dual-energy X-ray absorptiometry, PNN probabilistic neural network, PNNS probabilistic neural networks, QUS quantitative ultrasound, RBF radial bias function, RF random forests, R-PRO resilient propagation, SNP single nucleotide polymorphism, SHEM splitting hierarchical expectation maximization, SVM support vector machines