{"id":"https://openalex.org/W7154605279","doi":"https://doi.org/10.1007/s10916-026-02378-1","title":"Beyond Root Mean Squared Error: Expanding Operational Validation for Surgical Bed Forecasting Models","display_name":"Beyond Root Mean Squared Error: Expanding Operational Validation for Surgical Bed Forecasting Models","publication_year":2026,"publication_date":"2026-04-17","ids":{"openalex":"https://openalex.org/W7154605279","doi":"https://doi.org/10.1007/s10916-026-02378-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/41991731"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-026-02378-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-026-02378-1","pdf_url":null,"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":null,"license_id":null,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5133784855","display_name":"Jorge Valle-Reconco","orcid":"https://orcid.org/0000-0002-2887-2535"},"institutions":[{"id":"https://openalex.org/I4210132124","display_name":"National Autonomous University of Honduras","ror":null,"country_code":"HN","type":null,"lineage":["https://openalex.org/I4210132124"]}],"countries":["HN"],"is_corresponding":false,"raw_author_name":"Jorge Valle-Reconco","raw_affiliation_strings":["Public Health Department, National Autonomous University of Honduras, Calle La Salud, 11101, Tegucigalpa, Honduras"],"raw_orcid":"https://orcid.org/0000-0002-2887-2535","affiliations":[{"raw_affiliation_string":"Public Health Department, National Autonomous University of Honduras, Calle La Salud, 11101, Tegucigalpa, Honduras","institution_ids":["https://openalex.org/I4210132124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058693944","display_name":"Patricia P\u00e9rez Soriano","orcid":"https://orcid.org/0009-0007-8743-829X"},"institutions":[{"id":"https://openalex.org/I4210122070","display_name":"Ministerio de Salud P\u00fablica","ror":"https://ror.org/02t46gq94","country_code":"EC","type":"government","lineage":["https://openalex.org/I4210122070"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Patricia Soriano","raw_affiliation_strings":["Direcci\u00f3n de Medicina Forense, Ministerio P\u00fablico, Calle La Salud, 11101, Tegucigalpa, Honduras"],"raw_orcid":"https://orcid.org/0009-0007-8743-829X","affiliations":[{"raw_affiliation_string":"Direcci\u00f3n de Medicina Forense, Ministerio P\u00fablico, Calle La Salud, 11101, Tegucigalpa, Honduras","institution_ids":["https://openalex.org/I4210122070"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006097761","display_name":"Isaac Zablah","orcid":"https://orcid.org/0000-0002-1410-7189"},"institutions":[{"id":"https://openalex.org/I4210132124","display_name":"National Autonomous University of Honduras","ror":null,"country_code":"HN","type":null,"lineage":["https://openalex.org/I4210132124"]}],"countries":["HN"],"is_corresponding":true,"raw_author_name":"Isaac Zablah","raw_affiliation_strings":["Faculty of Medical Sciences, National Autonomous University of Honduras, Calle La Salud, Tegucigalpa, 11101, Honduras. jose.zablah@unah.edu.hn"],"raw_orcid":"https://orcid.org/0000-0002-1410-7189","affiliations":[{"raw_affiliation_string":"Faculty of Medical Sciences, National Autonomous University of Honduras, Calle La Salud, Tegucigalpa, 11101, Honduras. jose.zablah@unah.edu.hn","institution_ids":["https://openalex.org/I4210132124"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5006097761"],"corresponding_institution_ids":["https://openalex.org/I4210132124"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.8372589,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.39430001378059387,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.39430001378059387,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.13680000603199005,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12011","display_name":"Insurance, Mortality, Demography, Risk Management","score":0.0966000035405159,"subfield":{"id":"https://openalex.org/subfields/3317","display_name":"Demography"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.5968000292778015},{"id":"https://openalex.org/keywords/model-validation","display_name":"Model validation","score":0.42660000920295715},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.3808000087738037},{"id":"https://openalex.org/keywords/root","display_name":"Root (linguistics)","score":0.3418000042438507},{"id":"https://openalex.org/keywords/current","display_name":"Current (fluid)","score":0.27880001068115234},{"id":"https://openalex.org/keywords/surgical-procedures","display_name":"Surgical procedures","score":0.2750000059604645}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.5968000292778015},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44279998540878296},{"id":"https://openalex.org/C3019813237","wikidata":"https://www.wikidata.org/wiki/Q65089264","display_name":"Model validation","level":2,"score":0.42660000920295715},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.3808000087738037},{"id":"https://openalex.org/C171078966","wikidata":"https://www.wikidata.org/wiki/Q111029","display_name":"Root (linguistics)","level":2,"score":0.3418000042438507},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3375999927520752},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.31439998745918274},{"id":"https://openalex.org/C148043351","wikidata":"https://www.wikidata.org/wiki/Q4456944","display_name":"Current (fluid)","level":2,"score":0.27880001068115234},{"id":"https://openalex.org/C3019611579","wikidata":"https://www.wikidata.org/wiki/Q6641956","display_name":"Surgical procedures","level":2,"score":0.2750000059604645},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.2709999978542328},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2596000134944916}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10916-026-02378-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-026-02378-1","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:41991731","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41991731","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}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W4200375952","https://openalex.org/W4214903293","https://openalex.org/W4280488363","https://openalex.org/W4391820411","https://openalex.org/W4410573853"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-05-03T08:25:01.440150","created_date":"2026-04-17T00:00:00"}