{"id":"https://openalex.org/W2368407571","doi":"https://doi.org/10.1145/2901378.2901381","title":"Coupling Simulation with Machine Learning","display_name":"Coupling Simulation with Machine Learning","publication_year":2016,"publication_date":"2016-05-13","ids":{"openalex":"https://openalex.org/W2368407571","doi":"https://doi.org/10.1145/2901378.2901381","mag":"2368407571"},"language":"en","primary_location":{"id":"doi:10.1145/2901378.2901381","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2901378.2901381","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2016 ACM SIGSIM Conference on Principles of Advanced Discrete Simulation","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://uwe-repository.worktribe.com/output/13461842","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044332158","display_name":"Mahmoud Elbattah","orcid":"https://orcid.org/0000-0002-5089-9160"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Mahmoud Elbattah","raw_affiliation_strings":["National University of Ireland Galway, Galway City, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Ireland Galway, Galway City, Ireland","institution_ids":["https://openalex.org/I188760350"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075575725","display_name":"Owen Molloy","orcid":"https://orcid.org/0000-0002-8781-9742"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Owen Molloy","raw_affiliation_strings":["National University of Ireland Galway, Galway City, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Ireland Galway, Galway City, Ireland","institution_ids":["https://openalex.org/I188760350"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I188760350"],"apc_list":null,"apc_paid":null,"fwci":13.4595,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.98181818,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"47","last_page":"56"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11011","display_name":"Frailty in Older Adults","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2717","display_name":"Geriatrics and Gerontology"},"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/T11011","display_name":"Frailty in Older Adults","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2717","display_name":"Geriatrics and Gerontology"},"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":0.9908999800682068,"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/T11509","display_name":"Hip and Femur Fractures","score":0.9900000095367432,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6442487239837646},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.628559947013855},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.553410530090332},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5009362697601318},{"id":"https://openalex.org/keywords/population-ageing","display_name":"Population ageing","score":0.4979441165924072},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"Discrete event simulation","score":0.49313801527023315},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.35092562437057495},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.347899854183197},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3211844563484192},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20322483777999878}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6442487239837646},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.628559947013855},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.553410530090332},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5009362697601318},{"id":"https://openalex.org/C13774568","wikidata":"https://www.wikidata.org/wiki/Q439112","display_name":"Population ageing","level":3,"score":0.4979441165924072},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.49313801527023315},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.35092562437057495},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.347899854183197},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3211844563484192},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20322483777999878},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2901378.2901381","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2901378.2901381","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2016 ACM SIGSIM Conference on Principles of Advanced Discrete Simulation","raw_type":"proceedings-article"},{"id":"pmh:oai:uwe-repository.worktribe.com:13461842","is_oa":true,"landing_page_url":"https://uwe-repository.worktribe.com/output/13461842","pdf_url":null,"source":{"id":"https://openalex.org/S4306401464","display_name":"UWE Research Repository (UWE Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I178535277","host_organization_name":"University of the West of England","host_organization_lineage":["https://openalex.org/I178535277"],"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":null,"raw_type":"Presentation / Conference Contribution"}],"best_oa_location":{"id":"pmh:oai:uwe-repository.worktribe.com:13461842","is_oa":true,"landing_page_url":"https://uwe-repository.worktribe.com/output/13461842","pdf_url":null,"source":{"id":"https://openalex.org/S4306401464","display_name":"UWE Research Repository (UWE Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I178535277","host_organization_name":"University of the West of England","host_organization_lineage":["https://openalex.org/I178535277"],"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":null,"raw_type":"Presentation / Conference Contribution"},"sustainable_development_goals":[{"score":0.6899999976158142,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W119762633","https://openalex.org/W129457532","https://openalex.org/W151062065","https://openalex.org/W587431562","https://openalex.org/W1457078770","https://openalex.org/W1941659294","https://openalex.org/W1963844139","https://openalex.org/W1969430905","https://openalex.org/W1970001479","https://openalex.org/W1985184665","https://openalex.org/W2005016902","https://openalex.org/W2035900354","https://openalex.org/W2037364148","https://openalex.org/W2050230073","https://openalex.org/W2060030544","https://openalex.org/W2066944566","https://openalex.org/W2070808135","https://openalex.org/W2073244138","https://openalex.org/W2076560454","https://openalex.org/W2095163862","https://openalex.org/W2100042154","https://openalex.org/W2102636708","https://openalex.org/W2109103170","https://openalex.org/W2122692231","https://openalex.org/W2137130182","https://openalex.org/W2153827064","https://openalex.org/W2170471379","https://openalex.org/W2503410159","https://openalex.org/W2911964244","https://openalex.org/W3024298461","https://openalex.org/W4241452927","https://openalex.org/W4242188481","https://openalex.org/W4251963119","https://openalex.org/W6604848717","https://openalex.org/W6606202177","https://openalex.org/W7071364070"],"related_works":["https://openalex.org/W3129999610","https://openalex.org/W3214930246","https://openalex.org/W4252505257","https://openalex.org/W2899069848","https://openalex.org/W1973524792","https://openalex.org/W2633021430","https://openalex.org/W2961085424","https://openalex.org/W1485986000","https://openalex.org/W4390949440","https://openalex.org/W2971585355"],"abstract_inverted_index":{"Healthcare":[0,12],"systems":[1],"are":[2,106,117],"increasingly":[3],"challenged":[4],"by":[5],"the":[6,33,66,69,87,92,101,110,114,123,138,172,189,195,207,211],"phenomenal":[7],"growth":[8],"of":[9,22,35,68,75,95,126,131,175,188,197,210],"population":[10,136],"ageing.":[11],"executives":[13],"are,":[14],"and":[15,128],"will":[16],"be,":[17],"in":[18,32,47,61,181,183,192],"an":[19,62],"inevitable":[20],"need":[21,169],"evidence-based":[23],"artifacts":[24],"for":[25,38,144],"decision":[26],"making.":[27],"The":[28],"paper":[29],"addresses":[30],"issues":[31],"context":[34],"discharge":[36,129,149],"planning":[37],"elderly":[39,88],"patients":[40],"with":[41,58,100,151],"application":[42],"to":[43,64,85,108,119,148,170,185,205],"hip":[44,96],"fracture":[45],"care":[46,93,156],"Ireland.":[48],"A":[49],"hybrid":[50],"approach":[51],"is":[52,83,203],"embraced":[53],"that":[54,164],"integrates":[55],"simulation":[56,70,76,81,102,111,139,201,212],"modeling":[57,202],"machine":[59,198],"learning":[60,199],"attempt":[63],"improve":[65,206],"validity":[67],"model":[71,82,86,140],"outputs.":[72],"In":[73,98],"terms":[74],"modeling,":[77],"a":[78,135,152,168],"discrete":[79],"event":[80],"used":[84,107,118],"patient's":[89],"journey":[90],"through":[91],"scheme":[94],"fracture.":[97],"tandem":[99],"model,":[103],"predictive":[104,115,208],"models":[105,116],"guide":[109],"model.":[112,213],"Specifically,":[113],"make":[120],"predictions":[121,143],"on":[122,154],"inpatient":[124],"length":[125],"stay":[127],"destination":[130],"simulation-generated":[132],"patients.":[133],"On":[134],"basis,":[137],"provides":[141],"demand":[142],"healthcare":[145],"resources":[146],"related":[147],"destinations,":[150],"focus":[153],"long-stay":[155],"such":[157],"as":[158],"nursing":[159,176],"homes.":[160],"Our":[161],"results":[162],"suggest":[163],"there":[165],"may":[166],"be":[167],"reconsider":[171],"geographic":[173],"distribution":[174],"homes":[177],"within":[178,200],"particular":[179],"areas":[180],"Ireland":[182],"order":[184],"keep":[186],"abreast":[187],"foreseen":[190],"shift":[191],"demographics.":[193],"Furthermore,":[194],"incorporation":[196],"claimed":[204],"power":[209]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":4}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}
