Table 2 Results of the NLP pipeline applied to all clinical notes of 2020
Theme | Mean number of sentences concerning theme per trajectory (sd) | Mean number of sentences with relevant change in theme per trajectory (sd) | Examples of sentences translated from Dutch marked as correct | Classification accuracy of pipeline | Precision | Recall | F1-score |
|---|---|---|---|---|---|---|---|
Symptom reduction | 103 (99.8) | 8.0(10.2) | “Nervousness increased over the course of the day”, “The patient appears drowsier than before” | 0.988 | 0.857 | 0.461 | 0.6 |
Social functioning | 131 (121) | 4.0 (5.1) | “Friendly, more interaction than yesterday” | 0.997 | 0.750 | 1.00 | 0.857 |
General well-being | 119 (126) | 6.4 (8.9) | “This afternoon, the patient felt less well”, “Had less energy” | 0.951 | 0.833 | 0.250 | 0.385 |
Patient experience | 164 (159) | 9.4 (11.0) | “Says that it is going well, has the idea that it is going better and better” | 0.993 | 0.333 | 1.00 | 0.5 |