Current state of science in machine learning methods for automatic infant pain evaluation using facial expression information: study protocol of a systematic review and meta-analysis

Infants can experience pain similar to adults, and improperly controlled pain stimuli could have a long-term adverse impact on their cognitive and neurological function development.

The biggest challenge of achieving good infant pain control is obtaining objective pain assessment when direct communication is lacking. For years, computer scientists have developed many different facial expression-centred machine learning (ML) methods for automatic infant pain assessment.

Many of these ML algorithms showed rather satisfactory performance and have demonstrated good potential to be further enhanced for implementation in real-world clinical settings.

To date, there is no prior research that has systematically summarised and compared the performance of these ML algorithms.

Our proposed meta-analysis will provide the first comprehensive evidence on this topic to guide further ML algorithm development and clinical implementation.

HO-3867
MBS3600576-25mg 25mg
EUR 375

HO-3867
MBS3600576-50mg 50mg
EUR 570

HO-3867
MBS3600576-5mg 5mg
EUR 255

HO-3867
MBS3600576-5x50mg 5x50mg
EUR 2235

HO-3867
MBS384882-10mg 10mg
EUR 290

HO-3867
MBS384882-1mLinDMSO 1mL(inDMSO)
EUR 230

HO-3867
MBS384882-25mg 25mg
EUR 405

HO-3867
MBS384882-5mg 5mg
EUR 220

HO-3867
MBS384882-5x25mg 5x25mg
EUR 1815

HO-4120
MBS6071896-25mg 2.5(mg
EUR 610

HO-4120
MBS6071896-5x25mg 5x2.5mg
EUR 2600

HO-3867
T6537-10mg 10mg Ask for price
Description: HO-3867

HO-3867
T6537-1g 1g Ask for price
Description: HO-3867

HO-3867
T6537-1mg 1mg Ask for price
Description: HO-3867

HO-3867
T6537-50mg 50mg Ask for price
Description: HO-3867

HO-3867
T6537-5mg 5mg Ask for price
Description: HO-3867

Monoclonal CD99 Antibody [Clone HO36-1.1], Clone: HO36-1.1
AMM00124G 0.1mg
EUR 580.8
Description: A Monoclonal antibody against Human CD99 [Clone HO36-1.1]. The antibodies are raised in Mouse and are from clone HO36-1.1. This antibody is applicable in IHC, IF

CD99(HO36-1.1), 1mg/mL
BNUM0869-50 50uL
EUR 396
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD99(HO36-1.1), 0.2mg/mL
BNUB0869-100 100uL
EUR 225
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD99(HO36-1.1), 0.2mg/mL
BNUB0869-500 500uL
EUR 485
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD99(HO36-1.1) Antibody
BNC700869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF770 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC700869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF770 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC800869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF680 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC800869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF680 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC680869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF568 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC680869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF568 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC940869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF594 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC940869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF594 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNCA0869-250 250uL
EUR 459.6
Description: Primary antibody against CD99(HO36-1.1), APC conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC610869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF660R conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC610869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF660R conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC810869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF680R conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC810869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF680R conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC880869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF488A conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC880869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF488A conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNCB0869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), Biotin conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNCB0869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), Biotin conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNCH0869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), Horseradish Peroxidase conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNCH0869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), Horseradish Peroxidase conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNCP0869-250 250uL
EUR 459.6
Description: Primary antibody against CD99(HO36-1.1), PerCP conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNCR0869-250 250uL
EUR 459.6
Description: Primary antibody against CD99(HO36-1.1), RPE conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNCAP0869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), Alkaline Phosphatase conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNCAP0869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), Alkaline Phosphatase conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC430869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF543 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC430869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF543 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC050869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF405M conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC050869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF405M conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC400869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF640R conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC400869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF640R conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC470869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF647 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC470869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF647 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC550869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF555 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC550869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF555 conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC040869-100 100uL
EUR 238.8
Description: Primary antibody against CD99(HO36-1.1), CF405S conjugate, Concentration: 0.1mg/mL

CD99(HO36-1.1) Antibody
BNC040869-500 500uL
EUR 652.8
Description: Primary antibody against CD99(HO36-1.1), CF405S conjugate, Concentration: 0.1mg/mL

AAS Boron as H3BO3 Std 1000 mg/L in H2O - 500ML
AA-GLO-B-500 500ML
EUR 107.22

IC Multi Elem (6) Anion Std 1000 mg/L in H2O - 500ML
IC-GLO-6-500 500ML
EUR 732.93

IC Multi Elem (7) Anion Std EN ISO 10304-14.12.2 in H2O - 100ML
IC-GLO-7-100 100ML
EUR 905.85

Human IgG4 (pFC) mouse monoclonal antibody, clone HP6023 (also known as HO6023), AP, Purified
AM01158AP-N 1 ml Ask for price

Human IgG4 (pFC) mouse monoclonal antibody, clone HP6023 (also known as HO6023), Purified
AM01158PU-N 500 µg Ask for price

Human IgG4 (pFC) mouse monoclonal antibody, clone HP6023 (also known as HO6023), HRP, Purified
AM01158HR-N 1 ml Ask for price

MIC2 Gene Protein, CD99; Clone HO36-1.1 (Ready-To-Use)
A00044-0002 2 ml
EUR 33.42

MIC2 Gene Protein, CD99; Clone HO36-1.1 (Ready-To-Use)
A00044-0007 7 ml
EUR 65.57

MIC2 Gene Protein, CD99; Clone HO36-1.1 (Ready-To-Use)
A00044-0025 25 ml
EUR 200.57

MIC2 Gene Protein, CD99; Clone HO36-1.1 (Concentrate)
A00044-C 1 ml
EUR 369.27

MIC2 Gene Protein, CD99; Clone HO36-1.1 (Concentrate)
A00044-C.1 0.1 ml
EUR 68.78

IC Multi Elem (4) Cation Std in H2O 100mg/L in H2O - 100ML
IC4-1002-100 100ML
EUR 262.92

CD99 / MIC2 (Ewing's Sarcoma Marker); Clone HO36-1.1 (Concentrate)
RA0203-C.1 0.1 ml
EUR 60.07

CD99 / MIC2 (Ewing's Sarcoma Marker); Clone HO36-1.1 (Concentrate)
RA0203-C.5 0.5 ml
EUR 158.6

HO-1 monoclonal antibody (HO-1-1)
MBS565088-005mg 0.05mg
EUR 355

HO-1 monoclonal antibody (HO-1-1)
MBS565088-02mg 0.2mg
EUR 605

HO-1 monoclonal antibody (HO-1-1)
MBS565088-1mg 1mg
EUR 2415

HO-1 monoclonal antibody (HO-1-1)
MBS565088-5x1mg 5x1mg
EUR 10720

HO-1 monoclonal antibody (HO-1-2)
MBS565727-1mg 1mg
EUR 2485

HO-1 monoclonal antibody (HO-1-2)
MBS565727-5x1mg 5x1mg
EUR 11040

HO-1 monoclonal antibody (HO-1-1)
MBS567116-005mg 0.05mg
EUR 380

HO-1 monoclonal antibody (HO-1-1)
MBS567116-02mg 0.2mg
EUR 630

HO-1 monoclonal antibody (HO-1-1)
MBS567116-1mg 1mg
EUR 2280

HO-1 monoclonal antibody (HO-1-2)
MBS567132-02mg 0.2mg
EUR 665

HO-1 monoclonal antibody (HO-1-2)
MBS567132-5x02mg 5x0.2mg
EUR 2950

CD16(HO80), 1mg/mL
BNUM1056-50 50uL
EUR 396
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), 0.2mg/mL
BNUB1056-100 100uL
EUR 225
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), 0.2mg/mL
BNUB1056-500 500uL
EUR 485
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

Fluoro H2O2
FLOH100-3 500 Tests
EUR 270

Anti-CD99/ MIC2 Antibody Clone HO36-1.1, Unconjugated-100ug
4267-MSM1-P1 100ug
EUR 513.6

Monoclonal CD99 / MIC2 (Ewing's Sarcoma Marker) Antibody, Clone: HO36-1.1
AMM01024G 7 ml
EUR 580.8
Description: A Monoclonal antibody against Human CD99 / MIC2 (Ewing's Sarcoma Marker). The antibodies are raised in Mouse and are from clone HO36-1.1. This antibody is applicable in IHC, IF

TMB Solution B (30% H2O2)
38783 100 ml
EUR 6.83
Description: Part B

CD16(HO80) Antibody
BNC701056-100 100uL
EUR 238.8
Description: Primary antibody against CD16(HO80), CF770 conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC701056-500 500uL
EUR 652.8
Description: Primary antibody against CD16(HO80), CF770 conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC801056-100 100uL
EUR 238.8
Description: Primary antibody against CD16(HO80), CF680 conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC801056-500 500uL
EUR 652.8
Description: Primary antibody against CD16(HO80), CF680 conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNCA1056-250 250uL
EUR 459.6
Description: Primary antibody against CD16(HO80), APC conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC611056-100 100uL
EUR 238.8
Description: Primary antibody against CD16(HO80), CF660R conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC611056-500 500uL
EUR 652.8
Description: Primary antibody against CD16(HO80), CF660R conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC811056-100 100uL
EUR 238.8
Description: Primary antibody against CD16(HO80), CF680R conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC811056-500 500uL
EUR 652.8
Description: Primary antibody against CD16(HO80), CF680R conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNCP1056-250 250uL
EUR 459.6
Description: Primary antibody against CD16(HO80), PerCP conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNCR1056-250 250uL
EUR 459.6
Description: Primary antibody against CD16(HO80), RPE conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNCAP1056-100 100uL
EUR 238.8
Description: Primary antibody against CD16(HO80), Alkaline Phosphatase conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNCAP1056-500 500uL
EUR 652.8
Description: Primary antibody against CD16(HO80), Alkaline Phosphatase conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNCH1056-100 100uL
EUR 238.8
Description: Primary antibody against CD16(HO80), Horseradish Peroxidase conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNCH1056-500 500uL
EUR 652.8
Description: Primary antibody against CD16(HO80), Horseradish Peroxidase conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC431056-100 100uL
EUR 238.8
Description: Primary antibody against CD16(HO80), CF543 conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC431056-500 500uL
EUR 652.8
Description: Primary antibody against CD16(HO80), CF543 conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC051056-100 100uL
EUR 238.8
Description: Primary antibody against CD16(HO80), CF405M conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC051056-500 500uL
EUR 652.8
Description: Primary antibody against CD16(HO80), CF405M conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC551056-100 100uL
EUR 238.8
Description: Primary antibody against CD16(HO80), CF555 conjugate, Concentration: 0.1mg/mL

CD16(HO80) Antibody
BNC551056-500 500uL
EUR 652.8
Description: Primary antibody against CD16(HO80), CF555 conjugate, Concentration: 0.1mg/mL

Monoclonal CD99 / MIC2 (Ewing's Sarcoma Marker) Antibody - With BSA and Azide, Clone: HO36-1.1
AMM01025G 0.05mg
EUR 475.2
Description: A Monoclonal antibody against Human CD99 / MIC2 (Ewing's Sarcoma Marker) - With BSA and Azide. The antibodies are raised in Mouse and are from clone HO36-1.1. This antibody is applicable in IHC, IF, FC

HO-1 monoclonal antibody (HO-1-2) (FITC conjugate)
MBS565908-005mg 0.05mg
EUR 330

HO-1 monoclonal antibody (HO-1-2) (FITC conjugate)
MBS565908-02mg 0.2mg
EUR 590

HO-1 monoclonal antibody (HO-1-2) (FITC conjugate)
MBS565908-5x02mg 5x0.2mg
EUR 2600

Monoclonal CD99 / MIC2 (Ewing's Sarcoma Marker) Antibody - Without BSA and Azide, Clone: HO36-1.1
AMM01026G 0.1mg
EUR 580.8
Description: A Monoclonal antibody against Human CD99 / MIC2 (Ewing's Sarcoma Marker) - Without BSA and Azide. The antibodies are raised in Mouse and are from clone HO36-1.1. This antibody is applicable in IHC, IF, FC

Anti Mouse CD90 (Thy1.2) Mab [HO-13.4] Mab
111748 100 µg Ask for price

ICP Standard Boron H2O 1000ug-ml - 100ML
PB2A7 100ML
EUR 248.4

MCF-7 Nuclear Extract (H2O2)
1642-100 each
EUR 248.4

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (PE)
MBS6158217-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (PE)
MBS6158217-5x01mL 5x0.1mL
EUR 3800

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (AP)
MBS6131702-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (AP)
MBS6131702-5x01mL 5x0.1mL
EUR 3800

Ammonium sulfide solution 40-48% wt. in H2O
A634115 10g
EUR 52
Description: 12135-76-1

CD16(HO80), CF568 conjugate, 0.1mg/mL
BNC681056-100 100uL
EUR 192
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF568 conjugate, 0.1mg/mL
BNC681056-500 500uL
EUR 532
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF594 conjugate, 0.1mg/mL
BNC941056-100 100uL
EUR 192
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF594 conjugate, 0.1mg/mL
BNC941056-500 500uL
EUR 532
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF647 conjugate, 0.1mg/mL
BNC471056-100 100uL
EUR 192
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF647 conjugate, 0.1mg/mL
BNC471056-500 500uL
EUR 532
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (HRP)
MBS6152914-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (HRP)
MBS6152914-5x01mL 5x0.1mL
EUR 3800

HMOX2 (Heme Oxygenase 2, HO-2, HO2) APC
MBS6137005-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) APC
MBS6137005-5x01mL 5x0.1mL
EUR 3800

CD16(HO80), CF488A conjugate, 0.1mg/mL
BNC881056-100 100uL
EUR 192
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF488A conjugate, 0.1mg/mL
BNC881056-500 500uL
EUR 532
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), Biotin conjugate, 0.1mg/mL
BNCB1056-100 100uL
EUR 192
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), Biotin conjugate, 0.1mg/mL
BNCB1056-500 500uL
EUR 532
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF640R conjugate, 0.1mg/mL
BNC401056-100 100uL
EUR 192
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF640R conjugate, 0.1mg/mL
BNC401056-500 500uL
EUR 532
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF405S conjugate, 0.1mg/mL
BNC041056-100 100uL
EUR 192
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

CD16(HO80), CF405S conjugate, 0.1mg/mL
BNC041056-500 500uL
EUR 532
Description: Primary and secondary antibodies for multiple methodologyimmunostaining detection application

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (FITC)
MBS6147611-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (FITC)
MBS6147611-5x01mL 5x0.1mL
EUR 3800

ICP Standard Molybdenum H2O 1000ug/ml - 100ML
PMO2A7 100ML
EUR 148.5

Hydrogen Peroxide (H2O2) Assay Kit
abx294075-100g 100 µg Ask for price

Hydrogen Peroxide (H2O2) Assay Kit
abx294075-20g 20 µg
EUR 225

Hydrogen Peroxide (H2O2) Assay Kit
abx294075-50g 50 µg Ask for price

Hydrogen Peroxide (H2O2) Assay Kit
abx295076-100g 100 µg Ask for price

Hydrogen Peroxide (H2O2) Assay Kit
abx295076-20g 20 µg
EUR 225

Hydrogen Peroxide (H2O2) Assay Kit
abx295076-50g 50 µg Ask for price

H2O2 and POD Assay Kit (Fluorometric)
EGQA0074 100 tests
EUR 145

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (Biotin)
MBS6142308-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (Biotin)
MBS6142308-5x01mL 5x0.1mL
EUR 3800

Rat heme oxygenase 2-HO-2-ELISA Kit
QY-E10967 96T
EUR 400

Rat heme oxygenase 1-HO-1-ELISA Kit
QY-E10968 96T
EUR 400

Rat Hydrogen Peroxide, H2O2 Elisa Kit
YLA1496RA-48T 48T Ask for price

Rat Hydrogen Peroxide, H2O2 Elisa Kit
YLA1496RA-96T 96T Ask for price

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 550)
MBS6211915-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 550)
MBS6211915-5x01mL 5x0.1mL
EUR 3800

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 405)
MBS6190565-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 405)
MBS6190565-5x01mL 5x0.1mL
EUR 3800

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 750)
MBS6233265-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 750)
MBS6233265-5x01mL 5x0.1mL
EUR 3800

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 650)
MBS6222590-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 650)
MBS6222590-5x01mL 5x0.1mL
EUR 3800

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 490)
MBS6201240-01mL 0.1(mL
EUR 875

HMOX2 (Heme Oxygenase 2, HO-2, HO2) (MaxLight 490)
MBS6201240-5x01mL 5x0.1mL
EUR 3800

Human heme oxygenase 2-HO-2-ELISA Kit
QY-E00663 96T
EUR 400

Human heme oxygenase 1-HO-1-ELISA Kit
QY-E00664 96T
EUR 400

Mouse heme oxygenase 1-HO-1-ELISA Kit
QY-E20729 96T
EUR 400

Mouse heme oxygenase 2-HO-2-ELISA Kit
QY-E20730 96T
EUR 400

Recombinant Caenorhabditis elegans ATP synthase subunit alpha, mitochondrial (H28O16.1), partial
MBS1295526-005mgBaculovirus 0.05mg(Baculovirus)
EUR 1285

Recombinant Caenorhabditis elegans ATP synthase subunit alpha, mitochondrial (H28O16.1), partial
MBS1295526-005mgMammalianCell 0.05mg(Mammalian-Cell)
EUR 1540

Recombinant Caenorhabditis elegans ATP synthase subunit alpha, mitochondrial (H28O16.1), partial
MBS1295526-05mgEColi 0.5mg(E-Coli)
EUR 1285

We will search four major public electronic medical and computer science databases including Web of Science, PubMed, Embase and IEEE Xplore DigitalLibrary from January 2008 to present. All the articles will be imported into the Covidence platform for study eligibility screening and inclusion.

Study-level extracted data will be stored in the Systematic Review Data Repository online platform. The primary outcome will be the prediction accuracy of the ML model.

The secondary outcomes will be model utility measures including generalisability, interpretability and computational efficiency. All extracted outcome data will be imported into RevMan V.5.2.1 software and R V3.3.2 for analysis.

Risk of bias will be summarised using the latest Prediction Model Study Risk of Bias Assessment Tool.This systematic review and meta-analysis will only use study-level data from public databases, thus formal ethical approval is not required.

The results will be disseminated in the form of an official publication in a peer-reviewed journal and/or presentation at relevant conferences.CRD42019118784.