Table 1 Diagnosis performance of our model for 60 diagnostic terms for ECG using the offline test set and online test set

From: Practical intelligent diagnostic algorithm for wearable 12-lead ECG via self-supervised learning on large-scale dataset

ECG

Samples

Offline test set (n = 7000)

Online test set (n = 12521)

Terms

(n = 164538)

AUROC

AUPRC

\({F1}_{{label}}\)

\({{TP}}_{{label}}\)

\({{TN}}_{{label}}\)

\({{FP}}_{{label}}\)

\({{FN}}_{{label}}\)

\({{Sen}}_{{label}}\)

\({{Spe}}_{{label}}\)

\({F1}_{{label}}\)

NECG

31686

0.952

0.753

0.649

2134

9111

764

512

0.807

0.923

0.770

SR

142486

0.984

0.994

0.965

9200

2046

310

965

0.905

0.868

0.935

QAb

12437

0.953

0.746

0.774

347

11607

434

133

0.723

0.964

0.550

qAb

6705

0.935

0.509

0.528

51

11990

405

75

0.405

0.967

0.175

PRP

11947

0.906

0.510

0.460

446

11139

842

94

0.826

0.930

0.488

STE

7548

0.937

0.651

0.605

209

11233

867

212

0.496

0.928

0.279

STD

27266

0.934

0.799

0.722

917

10324

842

438

0.677

0.925

0.589

TAb

49719

0.960

0.908

0.828

2953

7700

1558

310

0.905

0.832

0.760

PT

1878

0.956

0.427

0.395

49

12339

106

27

0.645

0.991

0.424

EU

625

0.949

0.289

0.246

38

12263

131

89

0.299

0.989

0.257

BS

305

0.994

0.311

0.325

147

12037

251

86

0.631

0.980

0.466

ST

8086

0.990

0.896

0.790

325

11851

262

83

0.797

0.978

0.653

SB

18247

0.981

0.856

0.814

959

10530

853

179

0.843

0.925

0.650

SSB

405

0.990

0.517

0.523

86

12221

149

65

0.570

0.988

0.446

SA

16394

0.952

0.747

0.681

563

9591

2188

179

0.759

0.814

0.322

PAC

10042

0.985

0.896

0.840

1769

9815

681

256

0.874

0.935

0.791

AB

273

0.997

0.800

0.593

149

11573

746

53

0.738

0.939

0.272

APNT

946

0.967

0.420

0.446

152

11701

553

115

0.569

0.955

0.313

APA

1959

0.995

0.820

0.744

249

11855

333

84

0.748

0.973

0.544

PAP

936

0.987

0.553

0.419

329

10723

1420

49

0.870

0.883

0.309

AEB

1126

0.987

0.422

0.388

647

11107

434

333

0.660

0.962

0.628

AAER

623

0.995

0.646

0.508

440

11404

579

98

0.818

0.952

0.565

AF

8463

0.988

0.878

0.787

690

11368

379

84

0.891

0.968

0.749

RAF

1941

0.994

0.699

0.545

178

12093

230

20

0.899

0.981

0.587

AFIVBC

1103

0.991

0.679

0.652

68

12343

89

21

0.764

0.993

0.553

AFL

3961

0.996

0.977

0.928

30

12255

211

25

0.545

0.983

0.203

JE

873

0.985

0.712

0.617

518

10946

819

238

0.685

0.930

0.495

JR

360

0.991

0.494

0.352

140

11759

486

136

0.507

0.960

0.310

SVT

3225

0.989

0.789

0.675

205

11562

692

62

0.768

0.944

0.352

AT

2197

0.986

0.702

0.700

25

11733

753

10

0.714

0.940

0.062

PVC

8240

0.977

0.905

0.836

1490

10392

573

66

0.958

0.948

0.823

PVPB

172

1.000

0.830

0.232

78

11781

645

17

0.821

0.948

0.191

VB

221

0.995

0.376

0.282

224

11770

508

19

0.922

0.959

0.459

VA

434

0.892

0.178

0.102

215

10957

998

351

0.380

0.917

0.242

VFB

402

0.882

0.167

0.244

45

12024

357

95

0.321

0.971

0.166

VEB

128

0.982

0.350

0.142

86

11070

1349

16

0.843

0.891

0.112

VT

91

0.984

0.506

0.233

48

12239

223

11

0.814

0.982

0.291

PES

593

0.986

0.824

0.667

110

12199

162

50

0.688

0.987

0.509

LLLV

841

0.995

0.555

0.510

83

12181

210

47

0.638

0.983

0.392

LCLV

1474

0.990

0.598

0.547

22

12336

145

18

0.550

0.988

0.213

ER

2925

0.957

0.454

0.449

34

12204

236

47

0.420

0.981

0.194

IAVB

11633

0.973

0.747

0.715

418

11414

499

190

0.688

0.958

0.548

IIAVB1

321

0.996

0.712

0.600

73

12012

416

20

0.785

0.967

0.251

IIIAVB

177

0.998

0.781

0.539

83

11652

753

33

0.716

0.939

0.174

BBB

26093

0.965

0.891

0.849

1610

9485

1108

318

0.835

0.895

0.693

LAFB

1319

0.994

0.539

0.571

515

11531

425

50

0.912

0.964

0.684

CRBBB

4844

0.985

0.831

0.729

629

11612

225

55

0.920

0.981

0.818

IRBBB

11294

0.961

0.744

0.745

358

11509

529

125

0.741

0.956

0.523

CLBBB

1224

1.000

0.955

0.839

85

12366

45

25

0.773

0.996

0.708

PRBBB

7388

0.910

0.442

0.469

17

11830

654

20

0.459

0.948

0.048

NICD

332

0.979

0.281

0.281

118

11871

499

33

0.781

0.960

0.307

IISAB

266

0.995

0.217

0.192

63

11952

486

20

0.759

0.961

0.199

HEH

16865

0.935

0.728

0.671

777

10908

538

298

0.723

0.953

0.650

HLVV

10231

0.975

0.829

0.752

727

11279

432

83

0.898

0.963

0.738

HRVV

421

0.995

0.430

0.444

87

11961

459

14

0.861

0.963

0.269

PR

2170

0.994

0.916

0.901

561

11874

55

31

0.948

0.995

0.929

APR

435

0.982

0.769

0.783

26

12465

23

7

0.788

0.998

0.634

VPR

572

0.998

0.693

0.681

267

12076

159

19

0.934

0.987

0.750

AVPR

475

1.000

0.971

0.898

85

12251

182

3

0.966

0.985

0.479

ASVPR

386

0.991

0.155

0.103

136

12211

171

3

0.978

0.986

0.610

Average

8095.5

0.975

0.646

0.575

551.4

11327.2

523.9

118.6

0.736

0.954

0.468

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