Id |
Subject |
Object |
Predicate |
Lexical cue |
T194 |
0-261 |
Sentence |
denotes |
We also conducted extra experiments with both configurations of the same data source and different data sources: the descriptions and graph charts can be found in the Supplementary Experiments and Tables (Supplementary Tables 4–19 and Supplementary Figs. 3–18). |
T195 |
262-352 |
Sentence |
denotes |
The data used in experiments E–G were CTHVS and the data were all from the Youan hospital. |
T196 |
353-442 |
Sentence |
denotes |
The data used in experiments H–K were XHVS and the data were all from the Youan hospital. |
T197 |
443-496 |
Sentence |
denotes |
The data used in experiments L–N were XPVS and CTPVS. |
T198 |
497-713 |
Sentence |
denotes |
The data used in the experiment L was from the same data set RSNA, while the data used in experiment M was from different data sets where the pneumonia cases were from the ICNP, and the normal cases were from LUNA16. |
T199 |
714-908 |
Sentence |
denotes |
The data used in the experiments O–R, from the four public data sets and one hospital (Youan hospital) data set (including normal cases, pneumonia cases and COVID-19 cases), were XMVS and CTMVS. |
T200 |
909-987 |
Sentence |
denotes |
In all the experiments (experiments A–R), the CNNCF achieved good performance. |
T201 |
988-1148 |
Sentence |
denotes |
Notably, in order to obtain a more comprehensive evaluation of the CNNCF while further improving the usability in clinical practice, experiment-R was performed. |
T202 |
1149-1321 |
Sentence |
denotes |
In the experiment-R, the CNNCF was used to distinguish three types of cases simultaneously (Including the COVID-19, pneumonia, and normal cases) on both the XMVS and CTMVS. |
T203 |
1322-1519 |
Sentence |
denotes |
Good performances were obtained on the XMVS, with the best score of F1 score of 91.89%, kappa score of 89.74%, specificity of 97.14%, sensitivity of 94.44%, and a precision of 89.47%, respectively. |
T204 |
1520-1642 |
Sentence |
denotes |
Excellent performances were obtained on the CTMVS, with the best score of the five evaluation indicators were all 100.00%. |
T205 |
1643-1756 |
Sentence |
denotes |
The ROC score and PRC score in the experiment-R were also satisfactory which were shown in Supplementary Fig. 18. |
T206 |
1757-1865 |
Sentence |
denotes |
The results of the experiment-R further demonstrated the effectiveness and robustness of the proposed CNNCF. |