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Health Management Strategies for Medical Health Records Incorporating Graph Theory Methods

Yanjie Wang

Yanjie Wang

Xinxiang Medical UniversityXinxiang, China
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Wang, Yanjie
 e 
Junwei Yan

Junwei Yan

School of Nursing, Sanquan College of Xinxiang Medical UniversityXinxiang, China
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Yan, Junwei
  
17 mar 2025
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Pubblicato online: 17 mar 2025
Ricevuto: 29 ott 2024
Accettato: 13 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0166
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© 2025 Yanjie Wang et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

DHG4DP overall framework
DHG4DP overall framework

Figure 2.

Experimental results of the MIMIC-III data set
Experimental results of the MIMIC-III data set

Comparison of health knowledge scores of medical staff

Group N B1 B2 B3
M SD M SD M SD
Control group 180 55.36 5.36 61.33 5.85 59.63 5.77
Observation group 180 86.35 8.32 88.64 8.01 86.47 8.36
t - 10.635 11.587 9.658
P - 0.000 0.000 0.000

The incidence of emergency health events was compared

Group N C1 C2 C3 C4 A5 Total incidence
Control group 1050 25 9 10 4 4 52(4.95%)
Observation group 1050 9 7 4 0 0 20(1.9%)
c2 - - - - - - 6.358
P - - - - - - 0.016

Survey data

Data Group N M SD t/c2 P
Gender Female Observation group 71 - - 0.0311 0.7896
Male 109 - -
Female Control group 69 - -
Male 111 - -
Age Observation group 180 32.51 8.22 0.8724 0.4116
Control group 180 33.53 8.01
Patient gender Female Observation group 506 - - 0.2468 0.6236
Male 544 - -
Female Control group 495 - -
Male 555 - -
Patient age Observation group 1050 51.33 12.63 0.7365 0.4635
Control group 1050 53.41 13.11

MIMIC-III data set information

Statistical Items Quantity
Diagnoses 1863
Treatment procedures 1365
Patients 5596
Dictionary size of text data 64352
Average of diagnoses 12.8
Average of treatment procedures 4.33
Average word of per visit 2234

Hospital health management performance ratings

Group N A1 A2 A3 A4 A5
M SD M SD M SD M SD M SD
Control group 180 6.23 1.24 6.54 0.98 6.85 0.78 6.89 1.11 6.74 1.07
Observation group 180 9.47 0.33 9.51 0.16 9.44 0.24 9.66 0.32 9.55 0.29
t - 4.485 2.364 4.514 4.189 3.367
P - 0.003 0.004 0.001 0.003 0.000
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro
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