Fig. 10

Analysis of a typical patient. The impact of features on prediction during HFNC treatment for a specific patient (10E). The x-axis represents the duration of HFNC treatment, while the y-axis indicates the degree of influence (SHAP value) of features on prediction. The risk values of treatment failure per hour during HFNC treatment (10F). The sharp value of features on prediction during the last hour of HFNC treatment (10G).