{"id":"https://openalex.org/W4409804874","doi":"https://doi.org/10.1038/s41746-025-01619-w","title":"Machine learning-based forecasting of daily acute ischemic stroke admissions using weather data","display_name":"Machine learning-based forecasting of daily acute ischemic stroke admissions using weather data","publication_year":2025,"publication_date":"2025-04-25","ids":{"openalex":"https://openalex.org/W4409804874","doi":"https://doi.org/10.1038/s41746-025-01619-w","pmid":"https://pubmed.ncbi.nlm.nih.gov/40281217"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-01619-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01619-w","pdf_url":"https://www.nature.com/articles/s41746-025-01619-w.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/s41746-025-01619-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076172687","display_name":"Nandhini Santhanam","orcid":"https://orcid.org/0000-0002-9979-0908"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Nandhini Santhanam","raw_affiliation_strings":["Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087484353","display_name":"Kim Eun Hee","orcid":"https://orcid.org/0000-0002-2826-2796"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hee E. Kim","raw_affiliation_strings":["Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067248213","display_name":"David R\u00fcgamer","orcid":"https://orcid.org/0000-0002-8772-9202"},"institutions":[{"id":"https://openalex.org/I3018771216","display_name":"LMU Klinikum","ror":"https://ror.org/02jet3w32","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I4403386549","display_name":"Munich Center for Machine Learning","ror":"https://ror.org/02nfy3535","country_code":null,"type":"education","lineage":["https://openalex.org/I4403386549","https://openalex.org/I62916508","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"David R\u00fcgamer","raw_affiliation_strings":["Department of Statistics, LMU Munich, Munich, Germany","Munich Center for Machine Learning (MCML), Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, LMU Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]},{"raw_affiliation_string":"Munich Center for Machine Learning (MCML), Munich, Germany","institution_ids":["https://openalex.org/I4403386549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052684092","display_name":"Andreas Bender","orcid":"https://orcid.org/0000-0001-5628-8611"},"institutions":[{"id":"https://openalex.org/I3018771216","display_name":"LMU Klinikum","ror":"https://ror.org/02jet3w32","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I4403386549","display_name":"Munich Center for Machine Learning","ror":"https://ror.org/02nfy3535","country_code":null,"type":"education","lineage":["https://openalex.org/I4403386549","https://openalex.org/I62916508","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Bender","raw_affiliation_strings":["Department of Statistics, LMU Munich, Munich, Germany","Munich Center for Machine Learning (MCML), Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, LMU Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]},{"raw_affiliation_string":"Munich Center for Machine Learning (MCML), Munich, Germany","institution_ids":["https://openalex.org/I4403386549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009956373","display_name":"Stefan Muthers","orcid":"https://orcid.org/0000-0002-3691-4387"},"institutions":[{"id":"https://openalex.org/I172825728","display_name":"Deutscher Wetterdienst","ror":"https://ror.org/02nrqs528","country_code":"DE","type":"facility","lineage":["https://openalex.org/I172825728"]},{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Muthers","raw_affiliation_strings":["Research Centre Human Biometeorology, German Weather Service (DWD), Freiburg, Germany"],"affiliations":[{"raw_affiliation_string":"Research Centre Human Biometeorology, German Weather Service (DWD), Freiburg, Germany","institution_ids":["https://openalex.org/I172825728","https://openalex.org/I4210099379"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112521835","display_name":"Chang Gyu Cho","orcid":null},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Chang Gyu Cho","raw_affiliation_strings":["Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089756794","display_name":"Angelika Alonso","orcid":"https://orcid.org/0000-0003-2487-7205"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Angelika Alonso","raw_affiliation_strings":["Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065351146","display_name":"Kristina Szabo","orcid":"https://orcid.org/0000-0002-0465-818X"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kristina Szabo","raw_affiliation_strings":["Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045205540","display_name":"Franz-Simon Centner","orcid":"https://orcid.org/0000-0002-7455-1361"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Franz-Simon Centner","raw_affiliation_strings":["Department of Anesthesiology, Surgical Intensive Care Medicine and Pain Medicine, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Anesthesiology, Surgical Intensive Care Medicine and Pain Medicine, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038151446","display_name":"Holger Wenz","orcid":"https://orcid.org/0000-0002-3463-5093"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Holger Wenz","raw_affiliation_strings":["Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072067248","display_name":"Thomas Ganslandt","orcid":"https://orcid.org/0000-0001-6864-8936"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Ganslandt","raw_affiliation_strings":["Chair of Medical Informatics, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany","Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Medical Informatics, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]},{"raw_affiliation_string":"Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064778456","display_name":"Michael Platten","orcid":"https://orcid.org/0000-0002-4746-887X"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Platten","raw_affiliation_strings":["Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Clinic for Neurology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002103320","display_name":"Christoph Groden","orcid":"https://orcid.org/0000-0002-9078-5539"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Groden","raw_affiliation_strings":["Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082377321","display_name":"Michael Neumaier","orcid":"https://orcid.org/0000-0003-0410-3931"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Neumaier","raw_affiliation_strings":["Institute for Clinical Chemistry, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Clinical Chemistry, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071790669","display_name":"Fabian Siegel","orcid":"https://orcid.org/0000-0002-9673-5030"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Siegel","raw_affiliation_strings":["Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008029296","display_name":"M\u00e1t\u00e9 E. Maros","orcid":"https://orcid.org/0000-0002-1589-8699"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"M\u00e1t\u00e9 E. Maros","raw_affiliation_strings":["Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. maros@uni-heidelberg.de","Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. maros@uni-heidelberg.de"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics at the Center for Preventive Medicine and Digital Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. maros@uni-heidelberg.de","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"Department of Neuroradiology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. maros@uni-heidelberg.de","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":16,"corresponding_author_ids":["https://openalex.org/A5076172687"],"corresponding_institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966","https://openalex.org/I4210156450"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":3.4071,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.91140125,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"8","issue":"1","first_page":"225","last_page":"225"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11244","display_name":"Climate Change and Health Impacts","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11244","display_name":"Climate Change and Health Impacts","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10190","display_name":"Air Quality and Health Impacts","score":0.9775999784469604,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10804","display_name":"Health Systems, Economic Evaluations, Quality of Life","score":0.9749000072479248,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5773575901985168},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5216060876846313},{"id":"https://openalex.org/keywords/poisson-regression","display_name":"Poisson regression","score":0.5133218169212341},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.4620112478733063},{"id":"https://openalex.org/keywords/stroke","display_name":"Stroke (engine)","score":0.448722779750824},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.44574111700057983},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41590628027915955},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.3527507781982422},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2736826539039612},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.17962035536766052},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15203630924224854},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.14182007312774658}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5773575901985168},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5216060876846313},{"id":"https://openalex.org/C73269764","wikidata":"https://www.wikidata.org/wiki/Q954529","display_name":"Poisson regression","level":3,"score":0.5133218169212341},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.4620112478733063},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.448722779750824},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.44574111700057983},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41590628027915955},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3527507781982422},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2736826539039612},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.17962035536766052},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15203630924224854},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.14182007312774658},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-025-01619-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01619-w","pdf_url":"https://www.nature.com/articles/s41746-025-01619-w.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:40281217","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40281217","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:doaj.org/article:14fe0ff90ff34e789f6dd68ab01022e8","is_oa":true,"landing_page_url":"https://doaj.org/article/14fe0ff90ff34e789f6dd68ab01022e8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 8, Iss 1, Pp 1-10 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12032073","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12032073","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-025-01619-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01619-w","pdf_url":"https://www.nature.com/articles/s41746-025-01619-w.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":[{"id":"https://metadata.un.org/sdg/13","score":0.7900000214576721,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G1304428810","display_name":null,"funder_award_id":"(MIRACUM","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G352791218","display_name":null,"funder_award_id":"(BMBF)","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G7921402891","display_name":null,"funder_award_id":"01ZZ1801E","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G8904012666","display_name":null,"funder_award_id":"01ZZ1801","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409804874.pdf","grobid_xml":"https://content.openalex.org/works/W4409804874.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W1558558496","https://openalex.org/W1622045745","https://openalex.org/W1831050183","https://openalex.org/W1994691849","https://openalex.org/W1997181432","https://openalex.org/W2005288007","https://openalex.org/W2007515253","https://openalex.org/W2067631406","https://openalex.org/W2102515945","https://openalex.org/W2107957927","https://openalex.org/W2134281251","https://openalex.org/W2139621750","https://openalex.org/W2308510141","https://openalex.org/W2335097551","https://openalex.org/W2417033914","https://openalex.org/W2755247298","https://openalex.org/W2769422690","https://openalex.org/W2773406047","https://openalex.org/W2810190084","https://openalex.org/W2883881690","https://openalex.org/W2892592994","https://openalex.org/W2894986390","https://openalex.org/W2900500438","https://openalex.org/W2926494324","https://openalex.org/W2999850615","https://openalex.org/W3004915375","https://openalex.org/W3005457420","https://openalex.org/W3024777609","https://openalex.org/W3036589308","https://openalex.org/W3044734217","https://openalex.org/W3089440935","https://openalex.org/W3122598666","https://openalex.org/W3126947662","https://openalex.org/W3137825840","https://openalex.org/W3183789746","https://openalex.org/W3197233575","https://openalex.org/W4224308938","https://openalex.org/W4235256446","https://openalex.org/W4288068807","https://openalex.org/W4382677508","https://openalex.org/W4383218913","https://openalex.org/W4385342073","https://openalex.org/W4388654737","https://openalex.org/W4388673199","https://openalex.org/W4391350887","https://openalex.org/W4394857110","https://openalex.org/W4396954105","https://openalex.org/W4398201204","https://openalex.org/W4399861377","https://openalex.org/W4400815087","https://openalex.org/W4400827194","https://openalex.org/W4400880443","https://openalex.org/W4404021400","https://openalex.org/W4404312899","https://openalex.org/W4408878119","https://openalex.org/W6834628200"],"related_works":["https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3171520305","https://openalex.org/W1924178503","https://openalex.org/W3135126032","https://openalex.org/W4308716060","https://openalex.org/W4280648719","https://openalex.org/W4386937079","https://openalex.org/W3033346322"],"abstract_inverted_index":{"The":[0],"climate":[1],"crisis":[2],"underscores":[3],"the":[4,19,53,109],"need":[5],"for":[6],"weather-based":[7],"predictive":[8],"analytics":[9],"in":[10],"healthcare,":[11],"as":[12],"weather":[13,31],"factors":[14],"contribute":[15],"to":[16,33,68],"~11%":[17],"of":[18,44,158],"global":[20],"stroke":[21,38,144],"burden.":[22],"Therefore,":[23],"we":[24],"developed":[25],"machine":[26],"learning":[27],"models":[28],"using":[29],"locoregional":[30],"data":[32],"forecast":[34],"daily":[35],"acute":[36],"ischemic":[37],"(AIS)":[39],"admissions.":[40,145],"An":[41],"AIS":[42],"cohort":[43],"7914":[45],"patients":[46],"admitted":[47],"between":[48],"2015":[49],"and":[50,84,119,135,156],"2021":[51],"at":[52],"tertiary":[54],"University":[55],"Medical":[56],"Center":[57],"Mannheim,":[58],"Germany,":[59],"with":[60,112],"a":[61,92,115],"600,000-population":[62],"catchment":[63],"area,":[64],"was":[65,108],"geospatially":[66],"matched":[67],"German":[69],"Weather":[70],"Service":[71],"data.":[72],"Poisson":[73],"regression,":[74],"boosted":[75],"generalized":[76],"additive":[77],"models,":[78],"support":[79],"vector":[80],"machines,":[81],"random":[82],"forest,":[83],"extreme":[85],"gradient":[86],"boosting":[87],"(XGB)":[88],"were":[89],"evaluated":[90],"within":[91],"time-stratified":[93],"nested":[94],"cross-validation":[95],"framework.":[96],"XGB":[97],"performed":[98],"best":[99],"(mean":[100],"absolute":[101],"error:":[102],"1.21":[103],"cases/day).":[104],"Maximum":[105],"air":[106],"pressure":[107],"top":[110],"predictor,":[111],"temperature":[113],"exhibiting":[114],"bimodal":[116],"link.":[117],"Cold":[118],"heat":[120],"stressor":[121],"days":[122],"(T<sub>min_lag3</sub>":[123],"<":[124,128],"-2":[125],"\u00b0C;":[126,130],"T<sub>perceived</sub>":[127],"-1.4":[129],"T<sub>min_lag7</sub>":[131],">":[132,140],"15":[133],"\u00b0C)":[134],"stormy":[136],"conditions":[137],"(wind":[138],"gusts":[139],"14":[141],"m/s)":[142],"increased":[143],"This":[146],"generalizable":[147],"framework":[148],"could":[149],"aid":[150],"real-time":[151],"hospital":[152],"planning,":[153],"effective":[154],"care":[155],"forecasting":[157],"various":[159],"weather-related":[160],"disease":[161],"burdens.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
