To explore the influencing factors of medical staff’s active reporting of adverse medical events by using Logistic regression and decision tree models, and to provide corresponding solutions.
A total of 811 medical workers in a tertiary hospital were investigated by random sampling. Logistic regression and decision tree model were used to analyze the factors of active reporting of medical adverse events by medical staff, and the area under ROC curve was calculated to compare and judge the analysis effect of the two models.
Only 55.1% of the medical staff in this hospital have voluntarily reported medical adverse events. The results of the two models showed that occupation, working years, knowledge of the reporting process of the hospital, and whether additional work would be added to the cumbersome reporting procedures were the influencing factors for the active reporting of medical staff (P<0.05). The AUC of Logistic regression model was greater than that of decision tree model, and the difference was statistically significant (Z=3.424, P<0.001).
The rate of active reporting of medical adverse events by medical staff in this hospital is relatively low. It is suggested that multiple measures be taken to promote the active reporting by medical staff.
| 科 Family | 属数 Number of genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) | 属 Genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) |
|---|---|---|---|---|---|---|
| 鹅膏菌科Amanitaceae | 2 | 11 | 5.26 | 鹅膏菌属 Amanita | 10 | 4.78 |
| 小菇科 Mycenaceae | 2 | 12 | 5.74 | 丝盖伞属 Inocybe | 5 | 2.39 |
| 多孔菌科 Polyporaceae | 8 | 14 | 6.70 | 蜡蘑属 Laccaria | 5 | 2.39 |
| 红菇科 Russulaceae | 3 | 23 | 11.00 | 小皮伞属 Marasmius | 6 | 2.87 |
| 小菇属 Mycena | 11 | 5.26 | ||||
| 光柄菇属 Pluteus | 5 | 2.39 | ||||
| 红菇属 Russula | 17 | 8.13 | ||||
| 栓菌属 Trametes | 5 | 2.39 |