0.25
0.5
0.75
1.25
1.5
1.75
2
Predicting clinical outcomes from patient care pathways represented with temporal knowledge graphs
Best Research Nominee
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Presentation
Predicting Clinical Outcomes from Patient Care Pathways Represented with Temporal Knowledge Graphs00:00
Outline00:14
Introduction00:35
Background: Intracranial Aneurysm00:38
Background: Intracranial Aneurysm01:11
Background: Intracranial Aneurysm01:30
Background: Patient Outcome Prediction01:54
Materials: Synthetic Clinical Data02:27
Objective03:47
Temporal Knowledge Graphs for Clinical Data04:36
Clinical Data Ontologies04:41
Building TKG from Tabular Data05:41
Building TKG from Tabular Data06:10
Building TKG from Tabular Data07:29
Experiments07:57
Experimental Setup08:00
Experimental Setup08:13
Experimental Model: Relational-GCN with Literals09:12
Results 1: Patient Outcome Prediction09:38
Results 2: Patient Outcome Prediction10:10
Results 3: Patient Outcome Prediction10:50
Results 3: Patient Outcome Prediction10:56
Results 3: Patient Outcome Prediction11:14
Results 3: Patient Outcome Prediction11:50
Conclusion12:27
Thank you13:23