{"id":"https://openalex.org/W7164000828","doi":"https://doi.org/10.1007/s10916-026-02417-x","title":"Vitabel: A Python Framework for Visualizing and Labelling High-Resolution Physiological Data for Critical Care Machine Learning","display_name":"Vitabel: A Python Framework for Visualizing and Labelling High-Resolution Physiological Data for Critical Care Machine Learning","publication_year":2026,"publication_date":"2026-06-09","ids":{"openalex":"https://openalex.org/W7164000828","doi":"https://doi.org/10.1007/s10916-026-02417-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/42262632"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-026-02417-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-026-02417-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-026-02417-x.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Medical Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10916-026-02417-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090542068","display_name":"Simon Orlob","orcid":"https://orcid.org/0000-0001-7799-4822"},"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"]},{"id":"https://openalex.org/I202276237","display_name":"Medical University of Graz","ror":"https://ror.org/02n0bts35","country_code":"AT","type":"education","lineage":["https://openalex.org/I202276237"]},{"id":"https://openalex.org/I4210112713","display_name":"University Hospital Schleswig-Holstein","ror":"https://ror.org/01tvm6f46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210112713"]},{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["AT","DE"],"is_corresponding":true,"raw_author_name":"Simon Orlob","raw_affiliation_strings":["Department of Anesthesia and Intensive Care Medicine, Medical University of Innsbruck, Anichstra\u00dfe 35, Innsbruck, 6020, Austria. simon.orlob@i-med.ac.at","Institute for Emergency Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany. simon.orlob@i-med.ac.at","Medical University of Graz, Neue Stiftingtalstra\u00dfe 6, Graz, 8010, Austria. simon.orlob@i-med.ac.at"],"raw_orcid":"https://orcid.org/0000-0001-7799-4822","affiliations":[{"raw_affiliation_string":"Department of Anesthesia and Intensive Care Medicine, Medical University of Innsbruck, Anichstra\u00dfe 35, Innsbruck, 6020, Austria. simon.orlob@i-med.ac.at","institution_ids":["https://openalex.org/I143397708"]},{"raw_affiliation_string":"Institute for Emergency Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany. simon.orlob@i-med.ac.at","institution_ids":["https://openalex.org/I4210112713","https://openalex.org/I9341345"]},{"raw_affiliation_string":"Medical University of Graz, Neue Stiftingtalstra\u00dfe 6, Graz, 8010, Austria. simon.orlob@i-med.ac.at","institution_ids":["https://openalex.org/I202276237"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039713393","display_name":"Wolfgang J. Kern","orcid":"https://orcid.org/0000-0001-5080-382X"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I4210117258","display_name":"BioTechMed-Graz","ror":"https://ror.org/02jfbm483","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210117258"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Wolfgang J. Kern","raw_affiliation_strings":["BioTech-Med Graz, Mozartgasse 12/II, Graz, 8010, Austria. wolfgangjohannkern@gmail.com","Department of Mathematics and Scientific Computing, University of Graz, Heinrichstrasse 36, Graz, 8010, Austria. wolfgangjohannkern@gmail.com","IDea_Lab - The Interdisciplinary Digital Lab at the University of Graz, University of Graz, Leechgasse 34, Graz, 8010, Austria. wolfgangjohannkern@gmail.com"],"raw_orcid":"https://orcid.org/0000-0001-5080-382X","affiliations":[{"raw_affiliation_string":"BioTech-Med Graz, Mozartgasse 12/II, Graz, 8010, Austria. wolfgangjohannkern@gmail.com","institution_ids":["https://openalex.org/I4210117258"]},{"raw_affiliation_string":"Department of Mathematics and Scientific Computing, University of Graz, Heinrichstrasse 36, Graz, 8010, Austria. wolfgangjohannkern@gmail.com","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"IDea_Lab - The Interdisciplinary Digital Lab at the University of Graz, University of Graz, Leechgasse 34, Graz, 8010, Austria. wolfgangjohannkern@gmail.com","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070635955","display_name":"Benjamin Hackl","orcid":"https://orcid.org/0000-0003-2998-9599"},"institutions":[{"id":"https://openalex.org/I15766117","display_name":"University of Graz","ror":"https://ror.org/01faaaf77","country_code":"AT","type":"education","lineage":["https://openalex.org/I15766117"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Benjamin Hackl","raw_affiliation_strings":["Department of Mathematics and Scientific Computing, University of Graz, Heinrichstrasse 36, Graz, 8010, Austria. benjamin.hackl@uni-graz.at"],"raw_orcid":"https://orcid.org/0000-0003-2998-9599","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Scientific Computing, University of Graz, Heinrichstrasse 36, Graz, 8010, Austria. benjamin.hackl@uni-graz.at","institution_ids":["https://openalex.org/I15766117"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064464485","display_name":"Jan Wnent","orcid":"https://orcid.org/0000-0002-8685-858X"},"institutions":[{"id":"https://openalex.org/I4210112713","display_name":"University Hospital Schleswig-Holstein","ror":"https://ror.org/01tvm6f46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210112713"]},{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jan Wnent","raw_affiliation_strings":["Department of Anaesthesiology and Intensive Care Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany","Institute for Emergency Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8685-858X","affiliations":[{"raw_affiliation_string":"Department of Anaesthesiology and Intensive Care Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany","institution_ids":["https://openalex.org/I4210112713","https://openalex.org/I9341345"]},{"raw_affiliation_string":"Institute for Emergency Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany","institution_ids":["https://openalex.org/I4210112713","https://openalex.org/I9341345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007820964","display_name":"Jan\u2010Thorsten Gr\u00e4sner","orcid":"https://orcid.org/0000-0001-8143-0376"},"institutions":[{"id":"https://openalex.org/I4210112713","display_name":"University Hospital Schleswig-Holstein","ror":"https://ror.org/01tvm6f46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210112713"]},{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jan-Thorsten Gr\u00e4sner","raw_affiliation_strings":["Department of Anaesthesiology and Intensive Care Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany","Institute for Emergency Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8143-0376","affiliations":[{"raw_affiliation_string":"Department of Anaesthesiology and Intensive Care Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany","institution_ids":["https://openalex.org/I4210112713","https://openalex.org/I9341345"]},{"raw_affiliation_string":"Institute for Emergency Medicine, University Hospital Schleswig-Holstein, Arnold-Heller-Stra\u00dfe 3, 24105, Kiel, Germany","institution_ids":["https://openalex.org/I4210112713","https://openalex.org/I9341345"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024313766","display_name":"Martin H\u00f6ller","orcid":"https://orcid.org/0000-0002-2895-2375"},"institutions":[{"id":"https://openalex.org/I15766117","display_name":"University of Graz","ror":"https://ror.org/01faaaf77","country_code":"AT","type":"education","lineage":["https://openalex.org/I15766117"]},{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I4210117258","display_name":"BioTechMed-Graz","ror":"https://ror.org/02jfbm483","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210117258"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Martin Holler","raw_affiliation_strings":["BioTech-Med Graz, Mozartgasse 12/II, Graz, 8010, Austria. martin.holler@uni-graz.at","Department of Mathematics and Scientific Computing, University of Graz, Heinrichstrasse 36, Graz, 8010, Austria. martin.holler@uni-graz.at","IDea_Lab - The Interdisciplinary Digital Lab at the University of Graz, University of Graz, Leechgasse 34, Graz, 8010, Austria. martin.holler@uni-graz.at"],"raw_orcid":"https://orcid.org/0000-0002-2895-2375","affiliations":[{"raw_affiliation_string":"BioTech-Med Graz, Mozartgasse 12/II, Graz, 8010, Austria. martin.holler@uni-graz.at","institution_ids":["https://openalex.org/I4210117258"]},{"raw_affiliation_string":"Department of Mathematics and Scientific Computing, University of Graz, Heinrichstrasse 36, Graz, 8010, Austria. martin.holler@uni-graz.at","institution_ids":["https://openalex.org/I15766117"]},{"raw_affiliation_string":"IDea_Lab - The Interdisciplinary Digital Lab at the University of Graz, University of Graz, Leechgasse 34, Graz, 8010, Austria. martin.holler@uni-graz.at","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5024313766","https://openalex.org/A5039713393","https://openalex.org/A5070635955","https://openalex.org/A5090542068"],"corresponding_institution_ids":["https://openalex.org/I143397708","https://openalex.org/I15766117","https://openalex.org/I202276237","https://openalex.org/I4092182","https://openalex.org/I4210112713","https://openalex.org/I4210117258","https://openalex.org/I9341345"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":{"value":3390,"currency":"EUR","value_usd":4390},"fwci":12.9738,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.98810467,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":"50","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.2363000065088272,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.2363000065088272,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.08799999952316284,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.07840000092983246,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.8090999722480774},{"id":"https://openalex.org/keywords/mit-license","display_name":"MIT License","score":0.5490000247955322},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.5192999839782715},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.44830000400543213},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4424000084400177},{"id":"https://openalex.org/keywords/license","display_name":"License","score":0.3991999924182892},{"id":"https://openalex.org/keywords/multimodality","display_name":"Multimodality","score":0.3508000075817108},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.3330000042915344}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8302000164985657},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.8090999722480774},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5530999898910522},{"id":"https://openalex.org/C174183944","wikidata":"https://www.wikidata.org/wiki/Q334661","display_name":"MIT License","level":3,"score":0.5490000247955322},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.5192999839782715},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4925999939441681},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.44830000400543213},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4424000084400177},{"id":"https://openalex.org/C2780560020","wikidata":"https://www.wikidata.org/wiki/Q79719","display_name":"License","level":2,"score":0.3991999924182892},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.3508000075817108},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.3330000042915344},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.322299987077713},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.31700000166893005},{"id":"https://openalex.org/C99613125","wikidata":"https://www.wikidata.org/wiki/Q165194","display_name":"Application programming interface","level":2,"score":0.3160000145435333},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.3131999969482422},{"id":"https://openalex.org/C37789001","wikidata":"https://www.wikidata.org/wiki/Q782543","display_name":"Graphical user interface","level":2,"score":0.30820000171661377},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2881999909877777},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.27869999408721924},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.2766999900341034},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.26829999685287476},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2648000121116638},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.26440000534057617},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.25609999895095825},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2554999887943268},{"id":"https://openalex.org/C56288433","wikidata":"https://www.wikidata.org/wiki/Q58673","display_name":"Data manipulation language","level":2,"score":0.25130000710487366}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s10916-026-02417-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-026-02417-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-026-02417-x.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:42262632","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42262632","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 medical systems","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:13249750","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13249750/","pdf_url":null,"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Med Syst","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10916-026-02417-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-026-02417-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-026-02417-x.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Medical Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.40674033761024475,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320325582","display_name":"Karl-Franzens-Universit\u00e4t Graz","ror":"https://ror.org/01faaaf77"},{"id":"https://openalex.org/F4320326239","display_name":"Medizinische Universit\u00e4t Graz","ror":"https://ror.org/02n0bts35"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7164000828.pdf","grobid_xml":"https://content.openalex.org/works/W7164000828.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W2011301426","https://openalex.org/W2013494887","https://openalex.org/W2030264402","https://openalex.org/W2097442153","https://openalex.org/W2342249984","https://openalex.org/W2523531810","https://openalex.org/W2803844903","https://openalex.org/W2809635433","https://openalex.org/W3080099929","https://openalex.org/W4205472916","https://openalex.org/W4213297915","https://openalex.org/W4319302930","https://openalex.org/W4323241320","https://openalex.org/W4390450969","https://openalex.org/W4394756247","https://openalex.org/W4394945295","https://openalex.org/W4406688526","https://openalex.org/W4412105411","https://openalex.org/W4415434908","https://openalex.org/W6903719339","https://openalex.org/W7135222524"],"related_works":[],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1,31],"offers":[2],"great":[3],"opportunities":[4],"in":[5,37,96],"critical":[6,38],"care,":[7],"particularly":[8],"when":[9],"a":[10],"vast":[11],"amount":[12],"of":[13,47],"continuously":[14],"acquired":[15],"physiological":[16],"data":[17,23,36,49,142],"is":[18,50,149],"incorporated.":[19],"High-quality,":[20],"reliably":[21],"labelled":[22],"are":[24,40,59,143],"paramount":[25],"for":[26,56,74,93,104,121],"developing":[27],"and":[28,43,80,90,102,107,140,152],"training":[29],"artificial":[30],"methods.":[32],"However,":[33],"routinely":[34],"recorded":[35],"care":[39],"often":[41],"noisy,":[42],"the":[44,125,155],"sheer":[45],"volume":[46],"high-resolution":[48],"challenging":[51],"to":[52],"manage.":[53],"Generalizable":[54],"solutions":[55],"these":[57,65],"problems":[58],"lacking,":[60],"restricting":[61],"progress.":[62],"To":[63],"address":[64],"barriers,":[66],"we":[67,130],"developed":[68],"Vitabel,":[69],"an":[70,117],"open-source":[71],"Python":[72],"framework":[73,86],"post":[75],"hoc":[76],"loading,":[77],"visualizing,":[78],"aligning,":[79],"annotating":[81],"medical":[82],"time":[83],"series.":[84],"The":[85,138],"provides":[87],"sensible":[88],"defaults":[89],"interactive":[91],"components":[92],"efficient":[94],"use":[95,136],"preconfigured":[97],"workflows,":[98],"while":[99],"remaining":[100],"flexible":[101],"extendable":[103],"custom":[105],"analysis":[106],"annotation":[108],"pipelines.":[109],"It":[110],"integrates":[111],"seamlessly":[112],"into":[113],"Jupyter":[114],"Notebooks,":[115],"providing":[116],"interactive,":[118],"customizable":[119],"interface":[120],"visual":[122],"interaction":[123],"with":[124],"data.":[126],"In":[127],"this":[128,159],"publication,":[129],"demonstrate":[131],"its":[132],"utility":[133],"across":[134],"three":[135],"cases.":[137],"code":[139],"exemplary":[141],"provided":[144],"as":[145],"browser-based":[146],"demos.":[147],"Vitabel":[148],"freely":[150],"available":[151],"published":[153],"under":[154],"MIT":[156],"license":[157],"accompanying":[158],"publication.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-04T07:58:01.006859","created_date":"2026-06-10T00:00:00"}
