{"id":"https://openalex.org/W4399776001","doi":"https://doi.org/10.1038/s41746-024-01140-6","title":"Head movement dynamics in dystonia: a multi-centre retrospective study using visual perceptive deep learning","display_name":"Head movement dynamics in dystonia: a multi-centre retrospective study using visual perceptive deep learning","publication_year":2024,"publication_date":"2024-06-18","ids":{"openalex":"https://openalex.org/W4399776001","doi":"https://doi.org/10.1038/s41746-024-01140-6","pmid":"https://pubmed.ncbi.nlm.nih.gov/38890413"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-024-01140-6","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01140-6","pdf_url":"https://www.nature.com/articles/s41746-024-01140-6.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-024-01140-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072289863","display_name":"Robert L. Peach","orcid":"https://orcid.org/0000-0002-8738-5825"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["DE","GB"],"is_corresponding":true,"raw_author_name":"Robert Peach","raw_affiliation_strings":["Department of Brain Sciences, Imperial College London, London, UK. peach_r@ukw.de","Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany. peach_r@ukw.de","Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8738-5825","affiliations":[{"raw_affiliation_string":"Department of Brain Sciences, Imperial College London, London, UK. peach_r@ukw.de","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany. peach_r@ukw.de","institution_ids":["https://openalex.org/I4210126310"]},{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051032225","display_name":"Maximilian Friedrich","orcid":"https://orcid.org/0000-0002-3695-1268"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210099136","display_name":"Circuit Therapeutics (United States)","ror":"https://ror.org/00zs45r78","country_code":"US","type":"company","lineage":["https://openalex.org/I4210099136"]},{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Maximilian Friedrich","raw_affiliation_strings":["Center for Brain Circuit Therapeutics, Brigham & Women's Hospital, Boston, USA","Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","Harvard Medical School, Boston, USA"],"raw_orcid":"https://orcid.org/0000-0002-3695-1268","affiliations":[{"raw_affiliation_string":"Center for Brain Circuit Therapeutics, Brigham & Women's Hospital, Boston, USA","institution_ids":["https://openalex.org/I4210099136"]},{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]},{"raw_affiliation_string":"Harvard Medical School, Boston, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027419291","display_name":"Lara Fronemann","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lara Fronemann","raw_affiliation_strings":["Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053270149","display_name":"Muthuraman Muthuraman","orcid":"https://orcid.org/0000-0001-6158-2663"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Muthuraman Muthuraman","raw_affiliation_strings":["Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6158-2663","affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025356444","display_name":"Sebastian R. Schreglmann","orcid":"https://orcid.org/0000-0002-4129-5808"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian R. Schreglmann","raw_affiliation_strings":["Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088678841","display_name":"Daniel Zeller","orcid":"https://orcid.org/0000-0003-3393-5657"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Zeller","raw_affiliation_strings":["Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany"],"raw_orcid":"https://orcid.org/0000-0003-3393-5657","affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074559947","display_name":"Christoph Schrader","orcid":"https://orcid.org/0000-0001-5323-8299"},"institutions":[{"id":"https://openalex.org/I34809795","display_name":"Medizinische Hochschule Hannover","ror":"https://ror.org/00f2yqf98","country_code":"DE","type":"education","lineage":["https://openalex.org/I34809795"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Schrader","raw_affiliation_strings":["Department of Neurology and Clinical Neurophysiology, Hannover Medical School, Hannover, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology and Clinical Neurophysiology, Hannover Medical School, Hannover, Germany","institution_ids":["https://openalex.org/I34809795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101700102","display_name":"Joachim K. Krauss","orcid":"https://orcid.org/0000-0002-0675-9064"},"institutions":[{"id":"https://openalex.org/I34809795","display_name":"Medizinische Hochschule Hannover","ror":"https://ror.org/00f2yqf98","country_code":"DE","type":"education","lineage":["https://openalex.org/I34809795"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Joachim K. Krauss","raw_affiliation_strings":["Department of Neurosurgery, Hannover Medical School, Hannover, Germany"],"raw_orcid":"https://orcid.org/0000-0002-0675-9064","affiliations":[{"raw_affiliation_string":"Department of Neurosurgery, Hannover Medical School, Hannover, Germany","institution_ids":["https://openalex.org/I34809795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013035262","display_name":"Alfons Schnitzler","orcid":"https://orcid.org/0000-0002-6414-7939"},"institutions":[{"id":"https://openalex.org/I44260953","display_name":"Heinrich Heine University D\u00fcsseldorf","ror":"https://ror.org/024z2rq82","country_code":"DE","type":"education","lineage":["https://openalex.org/I44260953"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alfons Schnitzler","raw_affiliation_strings":["Institute of Clinical Neuroscience and Medical Psychology, Heinrich Heine University D\u00fcsseldorf, D\u00fcsseldorf, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6414-7939","affiliations":[{"raw_affiliation_string":"Institute of Clinical Neuroscience and Medical Psychology, Heinrich Heine University D\u00fcsseldorf, D\u00fcsseldorf, Germany","institution_ids":["https://openalex.org/I44260953"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016423019","display_name":"Matthias Wittstock","orcid":"https://orcid.org/0000-0001-9904-6436"},"institutions":[{"id":"https://openalex.org/I4665924","display_name":"University of Rostock","ror":"https://ror.org/03zdwsf69","country_code":"DE","type":"education","lineage":["https://openalex.org/I4665924"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Wittstock","raw_affiliation_strings":["Department of Neurology, University Hospital Rostock, Rostock, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9904-6436","affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital Rostock, Rostock, Germany","institution_ids":["https://openalex.org/I4665924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003690872","display_name":"Ann\u2010Kristin Helmers","orcid":"https://orcid.org/0000-0002-0824-6684"},"institutions":[{"id":"https://openalex.org/I32021983","display_name":"Christian-Albrechts-Universit\u00e4t zu Kiel","ror":"https://ror.org/04v76ef78","country_code":"DE","type":"education","lineage":["https://openalex.org/I32021983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ann-Kristin Helmers","raw_affiliation_strings":["Department of Neurology, UKSH, Kiel Campus Christian-Albrechts-University, Kiel, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, UKSH, Kiel Campus Christian-Albrechts-University, Kiel, Germany","institution_ids":["https://openalex.org/I32021983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078882367","display_name":"Steffen Paschen","orcid":"https://orcid.org/0000-0002-9306-8332"},"institutions":[{"id":"https://openalex.org/I32021983","display_name":"Christian-Albrechts-Universit\u00e4t zu Kiel","ror":"https://ror.org/04v76ef78","country_code":"DE","type":"education","lineage":["https://openalex.org/I32021983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Steffen Paschen","raw_affiliation_strings":["Department of Neurology, Christian-Albrechts-University, Kiel, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9306-8332","affiliations":[{"raw_affiliation_string":"Department of Neurology, Christian-Albrechts-University, Kiel, Germany","institution_ids":["https://openalex.org/I32021983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002340019","display_name":"Andrea A. K\u00fchn","orcid":"https://orcid.org/0000-0002-4134-9060"},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 - Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andrea K\u00fchn","raw_affiliation_strings":["Department of Neurology, Movement Disorder and Neuromodulation Unit, Charit\u00e9 - Universit\u00e4tsmedizin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Movement Disorder and Neuromodulation Unit, Charit\u00e9 - Universit\u00e4tsmedizin, Berlin, Germany","institution_ids":["https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031810199","display_name":"Inger Marie Skogseid","orcid":"https://orcid.org/0000-0001-7811-927X"},"institutions":[{"id":"https://openalex.org/I1281400175","display_name":"Oslo University Hospital","ror":"https://ror.org/00j9c2840","country_code":"NO","type":"healthcare","lineage":["https://openalex.org/I1281400175"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Inger Marie Skogseid","raw_affiliation_strings":["Movement Disorders Unit, Department of Neurology, Oslo University Hospital, Rikshospitalet, Oslo, Norway"],"raw_orcid":"https://orcid.org/0000-0001-7811-927X","affiliations":[{"raw_affiliation_string":"Movement Disorders Unit, Department of Neurology, Oslo University Hospital, Rikshospitalet, Oslo, Norway","institution_ids":["https://openalex.org/I1281400175"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037338326","display_name":"Wilhelm Eisner","orcid":null},"institutions":[{"id":"https://openalex.org/I143397708","display_name":"Innsbruck Medical University","ror":"https://ror.org/03pt86f80","country_code":"AT","type":"education","lineage":["https://openalex.org/I143397708"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Wilhelm Eisner","raw_affiliation_strings":["Department of Neurology, Innsbruck Medical University, 6020, Innsbruck, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Innsbruck Medical University, 6020, Innsbruck, Austria","institution_ids":["https://openalex.org/I143397708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103868455","display_name":"Joerg Mueller","orcid":"https://orcid.org/0000-0002-4066-662X"},"institutions":[{"id":"https://openalex.org/I4210109729","display_name":"Vivantes Klinikum","ror":"https://ror.org/01x29t295","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210109729"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Joerg Mueller","raw_affiliation_strings":["Klinik f\u00fcr Neurologie mit Stroke Unit, Vivantes Klinikum Spandau, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Klinik f\u00fcr Neurologie mit Stroke Unit, Vivantes Klinikum Spandau, Berlin, Germany","institution_ids":["https://openalex.org/I4210109729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078471814","display_name":"Cordula Matthies","orcid":"https://orcid.org/0000-0002-1729-9411"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Cordula Matthies","raw_affiliation_strings":["Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026007088","display_name":"Martin M. Reich","orcid":"https://orcid.org/0000-0001-9115-5136"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Reich","raw_affiliation_strings":["Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9115-5136","affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034219333","display_name":"Jens Volkmann","orcid":"https://orcid.org/0000-0002-9570-593X"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jens Volkmann","raw_affiliation_strings":["Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061221445","display_name":"Chi Wang Ip","orcid":"https://orcid.org/0000-0003-0484-385X"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Chi Wang Ip","raw_affiliation_strings":["Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany. ip_c@ukw.de","Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0484-385X","affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany. ip_c@ukw.de","institution_ids":["https://openalex.org/I4210126310"]},{"raw_affiliation_string":"Department of Neurology, University Hospital W\u00fcrzburg, W\u00fcrzburg, 97080, Germany","institution_ids":["https://openalex.org/I4210126310"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5061221445","https://openalex.org/A5072289863"],"corresponding_institution_ids":["https://openalex.org/I4210126310","https://openalex.org/I47508984"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":4.8494,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.95953014,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"7","issue":"1","first_page":"160","last_page":"160"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11274","display_name":"Botulinum Toxin and Related Neurological Disorders","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dystonia","display_name":"Dystonia","score":0.8335244059562683},{"id":"https://openalex.org/keywords/deep-brain-stimulation","display_name":"Deep brain stimulation","score":0.7194727659225464},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.5956524610519409},{"id":"https://openalex.org/keywords/cervical-dystonia","display_name":"Cervical dystonia","score":0.5422145128250122},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5212398171424866},{"id":"https://openalex.org/keywords/movement-disorders","display_name":"Movement disorders","score":0.5094190239906311},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.47912952303886414},{"id":"https://openalex.org/keywords/rating-scale","display_name":"Rating scale","score":0.47595545649528503},{"id":"https://openalex.org/keywords/kinematics","display_name":"Kinematics","score":0.4754978120326996},{"id":"https://openalex.org/keywords/neurology","display_name":"Neurology","score":0.46284645795822144},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36103010177612305},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3576880395412445},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.2645648717880249},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2636832594871521},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2626729905605316},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2213929295539856},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.19659534096717834},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.1787819266319275}],"concepts":[{"id":"https://openalex.org/C2778559928","wikidata":"https://www.wikidata.org/wiki/Q906492","display_name":"Dystonia","level":2,"score":0.8335244059562683},{"id":"https://openalex.org/C2778542668","wikidata":"https://www.wikidata.org/wiki/Q618076","display_name":"Deep brain stimulation","level":4,"score":0.7194727659225464},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.5956524610519409},{"id":"https://openalex.org/C2777641544","wikidata":"https://www.wikidata.org/wiki/Q6152510","display_name":"Cervical dystonia","level":3,"score":0.5422145128250122},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5212398171424866},{"id":"https://openalex.org/C2778261627","wikidata":"https://www.wikidata.org/wiki/Q2608695","display_name":"Movement disorders","level":3,"score":0.5094190239906311},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.47912952303886414},{"id":"https://openalex.org/C83849319","wikidata":"https://www.wikidata.org/wiki/Q7295720","display_name":"Rating scale","level":2,"score":0.47595545649528503},{"id":"https://openalex.org/C39920418","wikidata":"https://www.wikidata.org/wiki/Q11476","display_name":"Kinematics","level":2,"score":0.4754978120326996},{"id":"https://openalex.org/C16568411","wikidata":"https://www.wikidata.org/wiki/Q83042","display_name":"Neurology","level":2,"score":0.46284645795822144},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36103010177612305},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3576880395412445},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.2645648717880249},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2636832594871521},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2626729905605316},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2213929295539856},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.19659534096717834},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.1787819266319275},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1038/s41746-024-01140-6","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01140-6","pdf_url":"https://www.nature.com/articles/s41746-024-01140-6.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:38890413","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38890413","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:frl.publisso.de:frl:6501915","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11189529","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11189529/pdf/41746_2024_Article_1140.pdf","source":{"id":"https://openalex.org/S4377196269","display_name":"PUBLISSO (German National Library of Medicine)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210112663","host_organization_name":"ZB MED - Information Centre for Life Sciences","host_organization_lineage":["https://openalex.org/I4210112663"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://lobid.org/resources/99370683021406441#!, 7(1):160","raw_type":"Zeitschriftenartikel"},{"id":"pmh:oai:opus.bibliothek.uni-wuerzburg.de:39501","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:20-opus-395010","pdf_url":"https://opus.bibliothek.uni-wuerzburg.de/files/39501/41746_2024_Article_1140.pdf","source":{"id":"https://openalex.org/S4306401635","display_name":"Online Publication Service of W\u00fcrzburg University (W\u00fcrzburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I25974101","host_organization_name":"University of W\u00fcrzburg","host_organization_lineage":["https://openalex.org/I25974101"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:113933","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:384-opus4-1139336","pdf_url":"https://opus.bibliothek.uni-augsburg.de/opus4/files/113933/113933.pdf","source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:0fbad953609640cea57e36f47712b111","is_oa":false,"landing_page_url":"https://doaj.org/article/0fbad953609640cea57e36f47712b111","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 7, Iss 1, Pp 1-11 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41746-024-01140-6","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01140-6","pdf_url":"https://www.nature.com/articles/s41746-024-01140-6.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5600000023841858,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G1297482932","display_name":null,"funder_award_id":"424778381-TRR 29","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G651648116","display_name":null,"funder_award_id":"EJP RD COFUND-EJP560 N\u00b0 825575 (EurDyscover)","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8073120096","display_name":null,"funder_award_id":"EJP RD COFUND-EJP560 N\u00b0 825575 (EurDyscover)","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G8398653374","display_name":null,"funder_award_id":"IZKF-Z2-CSP13","funder_id":"https://openalex.org/F4320325724","funder_display_name":"Interdisziplin\u00e4res Zentrum f\u00fcr Klinische Forschung, Universit\u00e4tsklinikum W\u00fcrzburg"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320325724","display_name":"Interdisziplin\u00e4res Zentrum f\u00fcr Klinische Forschung, Universit\u00e4tsklinikum W\u00fcrzburg","ror":null},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399776001.pdf"},"referenced_works_count":63,"referenced_works":["https://openalex.org/W1779254138","https://openalex.org/W1926679052","https://openalex.org/W1963854811","https://openalex.org/W1994303356","https://openalex.org/W2008123743","https://openalex.org/W2022975015","https://openalex.org/W2074876334","https://openalex.org/W2085285820","https://openalex.org/W2093991717","https://openalex.org/W2110255132","https://openalex.org/W2122422488","https://openalex.org/W2131134103","https://openalex.org/W2136139557","https://openalex.org/W2150982354","https://openalex.org/W2295725308","https://openalex.org/W2340167550","https://openalex.org/W2346298543","https://openalex.org/W2395639500","https://openalex.org/W2524752329","https://openalex.org/W2624182285","https://openalex.org/W2805442627","https://openalex.org/W2921745261","https://openalex.org/W2949520286","https://openalex.org/W2967000222","https://openalex.org/W2968785599","https://openalex.org/W3003300794","https://openalex.org/W3041779692","https://openalex.org/W3080120225","https://openalex.org/W3091833946","https://openalex.org/W3119487484","https://openalex.org/W3120559597","https://openalex.org/W3120894151","https://openalex.org/W3121043022","https://openalex.org/W3127204173","https://openalex.org/W3138973352","https://openalex.org/W3155055887","https://openalex.org/W3179935518","https://openalex.org/W3191130978","https://openalex.org/W3201788671","https://openalex.org/W4206968265","https://openalex.org/W4210992199","https://openalex.org/W4220663125","https://openalex.org/W4220989613","https://openalex.org/W4221040097","https://openalex.org/W4232582350","https://openalex.org/W4283263407","https://openalex.org/W4285088705","https://openalex.org/W4285730194","https://openalex.org/W4294018434","https://openalex.org/W4295745583","https://openalex.org/W4297996984","https://openalex.org/W4309923431","https://openalex.org/W4313827874","https://openalex.org/W4317500290","https://openalex.org/W4317651692","https://openalex.org/W4318191613","https://openalex.org/W4318683023","https://openalex.org/W4322625961","https://openalex.org/W4360815122","https://openalex.org/W4375855765","https://openalex.org/W4383315626","https://openalex.org/W4399009793","https://openalex.org/W6649611058"],"related_works":["https://openalex.org/W3030846630","https://openalex.org/W3136337443","https://openalex.org/W3029352154","https://openalex.org/W4244840723","https://openalex.org/W3150036997","https://openalex.org/W2725219588","https://openalex.org/W2021380404","https://openalex.org/W4307585299","https://openalex.org/W3117938036","https://openalex.org/W2518873333"],"abstract_inverted_index":{"Dystonia":[0],"is":[1,104],"a":[2,59,164,185],"neurological":[3],"movement":[4],"disorder":[5],"characterised":[6],"by":[7],"abnormal":[8],"involuntary":[9],"movements":[10],"and":[11,17,47,73,77,96,100,108,142,155,210,243],"postures,":[12],"particularly":[13],"affecting":[14],"the":[15,33,37,51,78,90,114],"head":[16,136,148,181,219],"neck.":[18],"However,":[19],"current":[20],"clinical":[21,45,68,119,140,238],"assessment":[22],"methods":[23],"for":[24,106,139,172],"dystonia":[25,110,152,170,175],"rely":[26],"on":[27],"simplified":[28],"rating":[29,94],"scales":[30,95],"which":[31],"lack":[32],"ability":[34],"to":[35,70,150,163,206],"capture":[36],"intricate":[38],"spatiotemporal":[39],"features":[40,198],"of":[41,50,80,92,168,180,212,217,234],"dystonic":[42],"phenomena,":[43],"hindering":[44],"management":[46],"limiting":[48],"understanding":[49],"underlying":[52],"neurobiology.":[53],"To":[54,112],"address":[55],"this,":[56],"we":[57,116,194],"developed":[58],"visual":[60,226],"perceptive":[61,227],"deep":[62,84],"learning":[63,229],"framework":[64,88,159,230],"that":[65,103],"utilizes":[66],"standard":[67],"videos":[69],"comprehensively":[71],"evaluate":[72,113],"quantify":[74],"disease":[75,207],"states":[76],"impact":[79],"therapeutic":[81],"interventions,":[82,215],"specifically":[83],"brain":[85],"stimulation.":[86],"This":[87],"overcomes":[89],"limitations":[91],"traditional":[93],"offers":[97],"an":[98],"efficient":[99],"accurate":[101],"method":[102],"rater-independent":[105],"evaluating":[107],"monitoring":[109],"patients.":[111],"framework,":[115],"leveraged":[117],"semi-standardized":[118],"video":[120,201],"data":[121],"collected":[122],"in":[123,223],"three":[124],"retrospective,":[125],"longitudinal":[126],"cohort":[127,167],"studies":[128],"across":[129],"seven":[130],"academic":[131],"centres.":[132],"We":[133],"extracted":[134],"static":[135,218],"angle":[137,182,220],"excursions":[138,183],"validation":[141],"derived":[143],"kinematic":[144,197,232],"variables":[145],"reflecting":[146],"naturalistic":[147],"dynamics":[149],"predict":[151],"severity,":[153,208],"subtype,":[154,209],"neuromodulation":[156],"effects.":[157],"The":[158],"was":[160],"also":[161],"applied":[162],"fully":[165],"independent":[166,216],"generalised":[169],"patients":[171],"comparison":[173],"between":[174],"sub-types.":[176],"Computer":[177],"vision-derived":[178],"measurements":[179],"showed":[184],"strong":[186],"correlation":[187],"with":[188],"clinically":[189],"assigned":[190],"scores.":[191],"Across":[192],"comparisons,":[193],"identified":[195],"consistent":[196],"from":[199],"full":[200],"assessments":[202],"encoding":[203],"information":[204],"critical":[205],"effects":[211],"neural":[213],"circuit":[214],"deviations":[221],"used":[222],"scoring.":[224],"Our":[225],"machine":[228],"reveals":[231],"pathosignatures":[233],"dystonia,":[235],"potentially":[236],"augmenting":[237],"management,":[239],"facilitating":[240],"scientific":[241],"translation,":[242],"informing":[244],"personalized":[245],"precision":[246],"neurology":[247],"approaches.":[248]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-10T07:45:09.275182","created_date":"2025-10-10T00:00:00"}