{"id":"https://openalex.org/W4403014275","doi":"https://doi.org/10.1093/jamia/ocae230","title":"MS Pattern Explorer: interactive visual exploration of temporal activity patterns for multiple sclerosis","display_name":"MS Pattern Explorer: interactive visual exploration of temporal activity patterns for multiple sclerosis","publication_year":2024,"publication_date":"2024-09-30","ids":{"openalex":"https://openalex.org/W4403014275","doi":"https://doi.org/10.1093/jamia/ocae230","pmid":"https://pubmed.ncbi.nlm.nih.gov/39348270"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocae230","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1093/jamia/ocae230","pdf_url":"https://academic.oup.com/jamia/article-pdf/31/11/2496/59813533/ocae230.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/jamia/article-pdf/31/11/2496/59813533/ocae230.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013911086","display_name":"Gabriela Morgenshtern","orcid":"https://orcid.org/0000-0003-4762-8797"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Gabriela Morgenshtern","raw_affiliation_strings":["Digital Society Initiative, University of Z\u00fcrich , 8001 Z\u00fcrich,","Institute for Informatics, University of Z\u00fcrich , 8050 Z\u00fcrich,"],"raw_orcid":"https://orcid.org/0000-0003-4762-8797","affiliations":[{"raw_affiliation_string":"Digital Society Initiative, University of Z\u00fcrich , 8001 Z\u00fcrich,","institution_ids":["https://openalex.org/I202697423"]},{"raw_affiliation_string":"Institute for Informatics, University of Z\u00fcrich , 8050 Z\u00fcrich,","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107673961","display_name":"Yves Rutishauser","orcid":null},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Yves Rutishauser","raw_affiliation_strings":["Institute for Informatics, University of Z\u00fcrich , 8050 Z\u00fcrich,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Informatics, University of Z\u00fcrich , 8050 Z\u00fcrich,","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017034339","display_name":"Christina Haag","orcid":"https://orcid.org/0000-0002-9662-5245"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Christina Haag","raw_affiliation_strings":["Institute for Implementation Science, University of Z\u00fcrich , 8006 Z\u00fcrich,"],"raw_orcid":"https://orcid.org/0000-0002-9662-5245","affiliations":[{"raw_affiliation_string":"Institute for Implementation Science, University of Z\u00fcrich , 8006 Z\u00fcrich,","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052132429","display_name":"Viktor von Wyl","orcid":"https://orcid.org/0000-0002-8754-9797"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Viktor von Wyl","raw_affiliation_strings":["Digital Society Initiative, University of Z\u00fcrich , 8001 Z\u00fcrich,","Institute for Implementation Science, University of Z\u00fcrich , 8006 Z\u00fcrich,"],"raw_orcid":"https://orcid.org/0000-0002-8754-9797","affiliations":[{"raw_affiliation_string":"Digital Society Initiative, University of Z\u00fcrich , 8001 Z\u00fcrich,","institution_ids":["https://openalex.org/I202697423"]},{"raw_affiliation_string":"Institute for Implementation Science, University of Z\u00fcrich , 8006 Z\u00fcrich,","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078086722","display_name":"J\u00fcrgen Bernard","orcid":"https://orcid.org/0000-0001-8741-9709"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Bernard","raw_affiliation_strings":["Digital Society Initiative, University of Z\u00fcrich , 8001 Z\u00fcrich,","Institute for Informatics, University of Z\u00fcrich , 8050 Z\u00fcrich,"],"raw_orcid":"https://orcid.org/0000-0001-8741-9709","affiliations":[{"raw_affiliation_string":"Digital Society Initiative, University of Z\u00fcrich , 8001 Z\u00fcrich,","institution_ids":["https://openalex.org/I202697423"]},{"raw_affiliation_string":"Institute for Informatics, University of Z\u00fcrich , 8050 Z\u00fcrich,","institution_ids":["https://openalex.org/I202697423"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5013911086"],"corresponding_institution_ids":["https://openalex.org/I202697423"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":{"value":3967,"currency":"USD","value_usd":3967},"fwci":0.7908,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.73394901,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"31","issue":"11","first_page":"2496","last_page":"2506"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.38029998540878296,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"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/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.38029998540878296,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.13220000267028809,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.02969999983906746,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7111169695854187},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5805968046188354},{"id":"https://openalex.org/keywords/contextualization","display_name":"Contextualization","score":0.5770936608314514},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.5099202394485474},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.5017576217651367},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4977732002735138},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4932677149772644},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.48862725496292114},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.4358150064945221},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.4319290816783905},{"id":"https://openalex.org/keywords/actigraphy","display_name":"Actigraphy","score":0.428346186876297},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4013257324695587},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36839860677719116},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3244732618331909},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.15095701813697815}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7111169695854187},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5805968046188354},{"id":"https://openalex.org/C2780712339","wikidata":"https://www.wikidata.org/wiki/Q5165204","display_name":"Contextualization","level":3,"score":0.5770936608314514},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.5099202394485474},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.5017576217651367},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4977732002735138},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4932677149772644},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.48862725496292114},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.4358150064945221},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.4319290816783905},{"id":"https://openalex.org/C2778996325","wikidata":"https://www.wikidata.org/wiki/Q422201","display_name":"Actigraphy","level":3,"score":0.428346186876297},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4013257324695587},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36839860677719116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3244732618331909},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.15095701813697815},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0},{"id":"https://openalex.org/C121446783","wikidata":"https://www.wikidata.org/wiki/Q208353","display_name":"Circadian rhythm","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000072936","descriptor_name":"Fitness Trackers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072936","descriptor_name":"Fitness Trackers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072936","descriptor_name":"Fitness Trackers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072936","descriptor_name":"Fitness Trackers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072936","descriptor_name":"Fitness Trackers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D009103","descriptor_name":"Multiple Sclerosis","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1093/jamia/ocae230","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1093/jamia/ocae230","pdf_url":"https://academic.oup.com/jamia/article-pdf/31/11/2496/59813533/ocae230.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:39348270","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39348270","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":"Journal of the American Medical Informatics Association : JAMIA","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11491606","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11491606","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11491606/pdf/ocae230.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"},{"id":"pmh:doi:10.5167/uzh-265720","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/jamia/ocae230","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1093/jamia/ocae230","pdf_url":"https://academic.oup.com/jamia/article-pdf/31/11/2496/59813533/ocae230.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403014275.pdf"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W100905993","https://openalex.org/W1527769272","https://openalex.org/W1977294046","https://openalex.org/W1985258161","https://openalex.org/W1987135115","https://openalex.org/W1999278088","https://openalex.org/W2013198419","https://openalex.org/W2033280468","https://openalex.org/W2039455098","https://openalex.org/W2057718781","https://openalex.org/W2058745787","https://openalex.org/W2079810998","https://openalex.org/W2097724744","https://openalex.org/W2130774862","https://openalex.org/W2171826173","https://openalex.org/W2196365129","https://openalex.org/W2520441859","https://openalex.org/W2738293192","https://openalex.org/W2793249730","https://openalex.org/W2900115478","https://openalex.org/W2905485741","https://openalex.org/W2905733110","https://openalex.org/W2910591596","https://openalex.org/W2976346093","https://openalex.org/W2990368965","https://openalex.org/W2990745514","https://openalex.org/W3009181575","https://openalex.org/W3038071596","https://openalex.org/W3131957723","https://openalex.org/W3161929640","https://openalex.org/W3184560090","https://openalex.org/W3195830598","https://openalex.org/W3203674598","https://openalex.org/W4200384014","https://openalex.org/W4210384638","https://openalex.org/W4213332169","https://openalex.org/W4224988864","https://openalex.org/W4225130532","https://openalex.org/W4225910671","https://openalex.org/W4243235940","https://openalex.org/W4297094534","https://openalex.org/W4305071831","https://openalex.org/W4310267088","https://openalex.org/W4317989837","https://openalex.org/W4323309958","https://openalex.org/W4391467939","https://openalex.org/W4393970616","https://openalex.org/W4399793782","https://openalex.org/W6604151336","https://openalex.org/W6653885627","https://openalex.org/W6685210674","https://openalex.org/W6758597213","https://openalex.org/W6770930575","https://openalex.org/W6810836860"],"related_works":["https://openalex.org/W1687432146","https://openalex.org/W1591874556","https://openalex.org/W2185608106","https://openalex.org/W3046258185","https://openalex.org/W1548083239","https://openalex.org/W3216994056","https://openalex.org/W2268232908","https://openalex.org/W205610463","https://openalex.org/W2062940763","https://openalex.org/W2186032312"],"abstract_inverted_index":{"OBJECTIVES:":[0],"This":[1],"article":[2],"describes":[3],"the":[4,36,66,94,151,189,266],"design":[5,81],"and":[6,47,64,99,102,106,111,121,140,154,165,204,212,227,282],"evaluation":[7,136,219],"of":[8,31,61,69,132,191,206,215,256],"MS":[9,62,172,234,261],"Pattern":[10,173,262],"Explorer,":[11,174],"a":[12,28,79,146,175,216],"novel":[13,276],"visual":[14,129,176],"tool":[15,37],"that":[16,85,179,198],"uses":[17],"interactive":[18,128],"machine":[19],"learning":[20],"to":[21,27,58,143,149,200],"analyze":[22],"fitness":[23,236],"wearables'":[24],"data.":[25,238],"Applied":[26],"clinical":[29,70,245],"study":[30,96],"multiple":[32],"sclerosis":[33],"(MS)":[34],"patients,":[35],"addresses":[38],"key":[39],"challenges:":[40],"managing":[41],"activity":[42,192,208,273],"signals,":[43],"accelerating":[44],"insight":[45,158,202,231],"generation,":[46],"rapidly":[48],"contextualizing":[49],"identified":[50],"patterns.":[51,193],"By":[52],"analyzing":[53],"sensor":[54,72],"measurements,":[55],"it":[56],"aims":[57],"enhance":[59],"understanding":[60,190],"symptomatology":[63],"improve":[65],"broader":[67],"problem":[68],"exploratory":[71],"data":[73,163,279],"analysis.":[74],"MATERIALS":[75],"AND":[76,168],"METHODS:":[77],"Following":[78],"user-centered":[80],"approach,":[82],"we":[83],"learned":[84],"clinicians":[86,181,269],"have":[87],"3":[88],"priorities":[89],"for":[90,93,117,230,248,278],"generating":[91],"insights":[92],"Barka-MS":[95],"data:":[97],"exploration":[98],"search":[100],"for,":[101],"contextualization":[103,205],"of,":[104],"sequences":[105,116],"patterns":[107],"in":[108,156,233,244],"patient":[109,235],"sleep":[110],"activity.":[112],"We":[113,170],"compute":[114],"meaningful":[115],"patients":[118,214],"using":[119],"clustering":[120],"proximity":[122],"search,":[123],"displaying":[124],"these":[125],"with":[126,272],"an":[127],"interface":[130],"composed":[131],"coordinated":[133],"views.":[134],"Our":[135,218,239],"posed":[137],"both":[138,210],"closed":[139],"open-ended":[141],"tasks":[142],"participants,":[144],"utilizing":[145],"scoring":[147],"system":[148,178],"gauge":[150],"tool's":[152],"usability,":[153],"effectiveness":[155],"supporting":[157],"generation":[159,203,232],"across":[160,224],"15":[161],"clinicians,":[162],"scientists,":[164],"non-experts.":[166],"RESULTS":[167],"DISCUSSION:":[169],"present":[171],"analytics":[177],"helps":[180],"better":[182],"address":[183],"complex":[184],"data-centric":[185],"challenges":[186],"by":[187],"facilitating":[188],"It":[194],"enables":[195],"innovative":[196],"analysis":[197],"leads":[199],"rapid":[201],"temporal":[207],"data,":[209,274],"within":[211],"between":[213],"cohort.":[217],"results":[220],"indicate":[221],"consistent":[222],"performance":[223],"participant":[225],"groups":[226],"effective":[228],"support":[229],"tracker":[237],"implementation":[240],"offers":[241],"broad":[242],"applicability":[243],"research,":[246],"allowing":[247],"potential":[249],"expansion":[250],"into":[251],"cohort-wide":[252],"comparisons":[253],"or":[254],"studies":[255],"other":[257],"chronic":[258],"conditions.":[259],"CONCLUSION:":[260],"Explorer":[263],"successfully":[264],"reduces":[265],"signal":[267],"overload":[268],"currently":[270],"experience":[271],"introducing":[275],"opportunities":[277],"exploration,":[280],"sense-making,":[281],"hypothesis":[283],"generation.":[284]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-29T06:10:49.150238","created_date":"2025-10-10T00:00:00"}
