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The research collects spoken descriptions of headache disorders by participants with headache disorders. The speech recordings are analyzed by natural language processing (NLP) tools to analyse linguistic properties of the texts and to obtain insight into the potential of NLP machine learning models for the recognition of headache syndromes of the participants.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Participants | Experimental | Participants will provide spoken narratives on their headache disorder |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Digital Analysis of Speech | Other | Recordings will be transcribed manually to written digital text formats, on which NLP tools such as tokenisation and lexical analysis will be performed. |
| Measure | Description | Time Frame |
|---|---|---|
| Linguistic analysis of texts | Descriptive linguistic analysis of lexical choices, sentence formation and thematic content within the texts | through study completion, an average of 1 year |
| Measure | Description | Time Frame |
|---|---|---|
| Machine learning modelling for classification of headache disorders | To investigate the potential and learn insights of machine learning modelling to classify headache disorders based on the descriptions by participants | through study completion, an average of 1 year |
| Machine learning modelling for estimation of headache impact scores |
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Inclusion Criteria:
Exclusion Criteria:
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| UZ Gent - Dienst Neurologie | Ghent | 9000 | Belgium |
Strict secured storage of IPD on Ghent University Hospital servers.
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| ID | Term |
|---|---|
| D020773 | Headache Disorders |
| ID | Term |
|---|---|
| D001927 | Brain Diseases |
| D002493 | Central Nervous System Diseases |
| D009422 | Nervous System Diseases |
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To investigate the potential and learn insights of machine learning modelling to estimate headache impact scores from different validated questionnaires investigating burden of disease and quality of life |
| through study completion, an average of 1 year |