{"id":"https://openalex.org/W2954742594","doi":"https://doi.org/10.1186/s12911-019-0836-6","title":"Identifying patients at highest-risk: the best timing to apply a readmission predictive model","display_name":"Identifying patients at highest-risk: the best timing to apply a readmission predictive model","publication_year":2019,"publication_date":"2019-06-26","ids":{"openalex":"https://openalex.org/W2954742594","doi":"https://doi.org/10.1186/s12911-019-0836-6","mag":"2954742594","pmid":"https://pubmed.ncbi.nlm.nih.gov/31242886"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-019-0836-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-019-0836-6","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-019-0836-6.pdf","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-019-0836-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025627539","display_name":"Natalie Flaks\u2010Manov","orcid":"https://orcid.org/0000-0002-9163-6295"},"institutions":[{"id":"https://openalex.org/I64767286","display_name":"Clalit Health Services","ror":"https://ror.org/04zjvnp94","country_code":"IL","type":"healthcare","lineage":["https://openalex.org/I64767286"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Natalie Flaks-Manov","raw_affiliation_strings":["Clalit Research Institute, Clalit Health Services, Shoham 2, Ramat Gan, Israel"],"affiliations":[{"raw_affiliation_string":"Clalit Research Institute, Clalit Health Services, Shoham 2, Ramat Gan, Israel","institution_ids":["https://openalex.org/I64767286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021465135","display_name":"Maxim Topaz","orcid":"https://orcid.org/0000-0002-2358-9837"},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Maxim Topaz","raw_affiliation_strings":["Cheryl Spencer Department of Nursing, Faculty of Social Welfare and Health Sciences, University of Haifa, 31905, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"Cheryl Spencer Department of Nursing, Faculty of Social Welfare and Health Sciences, University of Haifa, 31905, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014575646","display_name":"Moshe Hoshen","orcid":"https://orcid.org/0000-0001-9383-4474"},"institutions":[{"id":"https://openalex.org/I64767286","display_name":"Clalit Health Services","ror":"https://ror.org/04zjvnp94","country_code":"IL","type":"healthcare","lineage":["https://openalex.org/I64767286"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Moshe Hoshen","raw_affiliation_strings":["Clalit Research Institute, Clalit Health Services, Shoham 2, Ramat Gan, Israel"],"affiliations":[{"raw_affiliation_string":"Clalit Research Institute, Clalit Health Services, Shoham 2, Ramat Gan, Israel","institution_ids":["https://openalex.org/I64767286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079572059","display_name":"Ran D. Balicer","orcid":"https://orcid.org/0000-0002-7783-6362"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]},{"id":"https://openalex.org/I64767286","display_name":"Clalit Health Services","ror":"https://ror.org/04zjvnp94","country_code":"IL","type":"healthcare","lineage":["https://openalex.org/I64767286"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Ran D. Balicer","raw_affiliation_strings":["Clalit Research Institute, Clalit Health Services, Shoham 2, Ramat Gan, Israel","Department of Epidemiology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel"],"affiliations":[{"raw_affiliation_string":"Clalit Research Institute, Clalit Health Services, Shoham 2, Ramat Gan, Israel","institution_ids":["https://openalex.org/I64767286"]},{"raw_affiliation_string":"Department of Epidemiology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037780397","display_name":"Efrat Shadmi","orcid":"https://orcid.org/0000-0001-9752-5724"},"institutions":[{"id":"https://openalex.org/I64767286","display_name":"Clalit Health Services","ror":"https://ror.org/04zjvnp94","country_code":"IL","type":"healthcare","lineage":["https://openalex.org/I64767286"]},{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Efrat Shadmi","raw_affiliation_strings":["Cheryl Spencer Department of Nursing, Faculty of Social Welfare and Health Sciences, University of Haifa, 31905, Haifa, Israel. eshadmi@univ.haifa.ac.il","Clalit Research Institute, Clalit Health Services, Shoham 2, Ramat Gan, Israel. eshadmi@univ.haifa.ac.il","Cheryl Spencer Department of Nursing, Faculty of Social Welfare and Health Sciences, University of Haifa, 31905, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"Cheryl Spencer Department of Nursing, Faculty of Social Welfare and Health Sciences, University of Haifa, 31905, Haifa, Israel. eshadmi@univ.haifa.ac.il","institution_ids":["https://openalex.org/I91203450"]},{"raw_affiliation_string":"Clalit Research Institute, Clalit Health Services, Shoham 2, Ramat Gan, Israel. eshadmi@univ.haifa.ac.il","institution_ids":["https://openalex.org/I64767286"]},{"raw_affiliation_string":"Cheryl Spencer Department of Nursing, Faculty of Social Welfare and Health Sciences, University of Haifa, 31905, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5025627539"],"corresponding_institution_ids":["https://openalex.org/I64767286"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":2.4147,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.90169894,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"19","issue":"1","first_page":"118","last_page":"118"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10198","display_name":"Heart Failure Treatment and Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10198","display_name":"Heart Failure Treatment and Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T12246","display_name":"Chronic Disease Management Strategies","score":0.9898999929428101,"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/T11095","display_name":"Emergency and Acute Care Studies","score":0.9829999804496765,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.755895733833313},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44472256302833557},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3993508517742157},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.1955186426639557},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.1555795669555664}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.755895733833313},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44472256302833557},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3993508517742157},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.1955186426639557},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.1555795669555664}],"mesh":[{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010351","descriptor_name":"Patient Discharge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010351","descriptor_name":"Patient Discharge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010351","descriptor_name":"Patient Discharge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010359","descriptor_name":"Patient Readmission","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010359","descriptor_name":"Patient Readmission","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010359","descriptor_name":"Patient Readmission","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-019-0836-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-019-0836-6","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-019-0836-6.pdf","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:31242886","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31242886","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:d1f6bfbe560841e7a9dc1a83b24aae0c","is_oa":true,"landing_page_url":"https://doaj.org/article/d1f6bfbe560841e7a9dc1a83b24aae0c","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 19, Iss 1, Pp 1-9 (2019)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:6595564","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6595564","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":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-019-0836-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-019-0836-6","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-019-0836-6.pdf","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.4399999976158142,"display_name":"Partnerships for the goals"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323904","display_name":"Clalit Health Services","ror":"https://ror.org/04zjvnp94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2954742594.pdf","grobid_xml":"https://content.openalex.org/works/W2954742594.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1855722232","https://openalex.org/W2031583147","https://openalex.org/W2054085905","https://openalex.org/W2086923543","https://openalex.org/W2089091745","https://openalex.org/W2102344329","https://openalex.org/W2104461281","https://openalex.org/W2108676889","https://openalex.org/W2130845382","https://openalex.org/W2133959349","https://openalex.org/W2158722137","https://openalex.org/W2169264699","https://openalex.org/W2171885244","https://openalex.org/W2204794060","https://openalex.org/W2279842060","https://openalex.org/W2294615794","https://openalex.org/W2395172628","https://openalex.org/W2405518207","https://openalex.org/W2412187680","https://openalex.org/W2465057711","https://openalex.org/W2515543638","https://openalex.org/W2770299642"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W2586801360","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W1489783725"],"abstract_inverted_index":{"The":[0],"timing":[1],"of":[2,11],"readmission":[3,28],"risk":[4,29,68],"prediction":[5,17],"makes":[6],"a":[7,33],"difference":[8],"in":[9,37],"terms":[10],"the":[12,52,70],"population":[13],"identified":[14],"at":[15,61],"each":[16],"time":[18],"point":[19],"-":[20],"at-admission":[21],"or":[22],"at-discharge.":[23],"Our":[24],"findings":[25],"suggest":[26],"that":[27,66],"identification":[30],"should":[31],"incorporate":[32],"two":[34],"time-point":[35],"approach":[36],"which":[38],"preadmission":[39],"data":[40],"is":[41,59],"used":[42],"to":[43,63],"identify":[44,64],"high-risk":[45],"patients":[46],"as":[47,49],"early":[48],"possible":[50],"during":[51,69],"index":[53],"admission":[54],"and":[55],"an":[56],"\"all-hospital\"":[57],"model":[58],"applied":[60],"discharge":[62],"those":[65],"incur":[67],"hospital":[71],"stay.":[72]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
