Otwarty dostęp

Evaluation of Improvement Effect of Traditional Chinese Medicine Acupuncture Therapy on Rheumatoid Arthritis Pain Based on Image Recognition Technology

,  oraz   
21 mar 2025

Zacytuj
Pobierz okładkę

Figure 1.

Convolution of images
Convolution of images

Figure 2.

Flow chart of recognition of oral diseases
Flow chart of recognition of oral diseases

Figure 3.

Progressive fine-tuning strategy diagram
Progressive fine-tuning strategy diagram

Figure 4.

The ROC curve of the test set for the pre-training model
The ROC curve of the test set for the pre-training model

Figure 5.

Roc curve before and after the “stability feature selection” condition
Roc curve before and after the “stability feature selection” condition

Figure 6.

Feature importance distribution plot
Feature importance distribution plot

Figure 7.

The vas score was compared before and after treatment
The vas score was compared before and after treatment

Figure 8.

Comparison of morning stiffness after treatment
Comparison of morning stiffness after treatment

Figure 9.

Comparison of das28 scores before and after treatment
Comparison of das28 scores before and after treatment

Figure 10.

Comparison of rf content before and after treatment
Comparison of rf content before and after treatment

Figure 11.

The CRP content was compared
The CRP content was compared

Figure 12.

Two groups of subjects were treated before and after the esr score
Two groups of subjects were treated before and after the esr score

The AUC value of the convolution layer recognition performance

Convolution layer Characteristic number Classification performance:AUC
Mean pooling Maximization Variance pooling Summation Mean
Zero layer 61 0.59 0.57 0.54 0.57 0.57
Layer 1 125 0.61 0.55 0.58 0.59 0.60
Layer 2 248 0.64 0.60 0.60 0.55 0.58
Layer 3 498 0.67 0.71 0.65 0.57 0.64
Layer 4 498 0.64 0.57 0.59 0.60 0.59

Two groups of patients were treated before and after the esr(mm/1h)

Group Number Pretreatment After treatment
Treatment group 40 67.51±36.71 40.23±29.51**
Control group 40 66.75±35.87 51.32±30.53#

Both groups were treated with CRP(mg/L)

Group Number Pretreatment After treatment
Treatment group 40 22.16±24.08 10.72±11.53**
Control group 40 20.87±23.25 11.67±16.01#

The model data for the test set

Detection value True value
1:Abnormality 0:Normal
1:Abnormality 52 24
0:Normal 11 85

Post-treatment DAS28 score

Group Number Pretreatment After treatment
Treatment group 40 6.24±1.13 5.23±0.97**▲▲
Control group 40 6.65±2.03 5.91±1.65#

Two groups of subjects were treated before and after the vas score

Group Number Pretreatment After treatment
Treatment group 40 7.25±2.08 4.43±1.77**▲▲
Control group 40 6.91±1.92 5.16±1.91#

Data of the two groups of participants

Group Gender Age (year) Course (year)
Male Female
Treatment group(n=40) 23 17 56.1±9.21 12.04±8.12
Control group(n=40) 27 13 51.42±6.99 11.16±8.13
P value 0.845 0.091 0.711

Clinical symptoms of the two groups were compared

Group Number VAS score Stiffness score DAS28 score
Treatment group 40 8.52±2.41 3.42±2.23 6.44±0.95
Control group 40 8.14±2.82 3.62±2.02 6.64±1.12
P value 0.41 0.85 0.51

Two groups of patients were treated before and after the test

Group Number Pretreatment After treatment
Treatment group 40 3.27±3.03 1.42±1.30**▲▲
Control group 40 3.65±1.83 2.58±1.91#

The two groups of patients were treated with rf(IU/mL)

Group Number Pretreatment After treatment
Treatment group 40 211.31±251.13 134.27±158.03**▲▲
Control group 40 193.87±212.25 155.64±181.41#

Comparison of the subjects’ routine test indexes

Group Number RF (IU/Mi) CRF (mg/L) ESR (mm/1h)
Treatment group 40 212.71±245.14 22.23±24.87 67.37±36.87
Control group 40 195.87±211.41 20.06±22.43 66.57±35.85
P value 0.78 0.68 0.789
Język:
Angielski
Częstotliwość wydawania:
1 razy w roku
Dziedziny czasopisma:
Nauki biologiczne, Nauki biologiczne, inne, Matematyka, Matematyka stosowana, Matematyka ogólna, Fizyka, Fizyka, inne