{"id":"https://openalex.org/W4283398091","doi":"https://doi.org/10.1186/s12911-022-01901-x","title":"Using machine learning to predict subsequent events after EMS non-conveyance decisions","display_name":"Using machine learning to predict subsequent events after EMS non-conveyance decisions","publication_year":2022,"publication_date":"2022-06-23","ids":{"openalex":"https://openalex.org/W4283398091","doi":"https://doi.org/10.1186/s12911-022-01901-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/35739501"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-022-01901-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-022-01901-x","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-022-01901-x","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/counter/pdf/10.1186/s12911-022-01901-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009536579","display_name":"Jani Paulin","orcid":"https://orcid.org/0000-0002-4038-3662"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]},{"id":"https://openalex.org/I16231767","display_name":"Turku University of Applied Sciences","ror":"https://ror.org/04s0yt949","country_code":"FI","type":"education","lineage":["https://openalex.org/I16231767"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Jani Paulin","raw_affiliation_strings":["Department of Clinical Medicine, University of Turku and Turku University of Applied Sciences, Turku, Finland. jani.paulin@utu.fi","Department of Clinical Medicine, University of Turku and Turku University of Applied Sciences, Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0002-4038-3662","affiliations":[{"raw_affiliation_string":"Department of Clinical Medicine, University of Turku and Turku University of Applied Sciences, Turku, Finland. jani.paulin@utu.fi","institution_ids":["https://openalex.org/I155660961"]},{"raw_affiliation_string":"Department of Clinical Medicine, University of Turku and Turku University of Applied Sciences, Turku, Finland","institution_ids":["https://openalex.org/I16231767","https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027999454","display_name":"Akseli Reunamo","orcid":"https://orcid.org/0000-0002-9057-6489"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Akseli Reunamo","raw_affiliation_strings":["Department of Biology, University of Turku, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biology, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110340976","display_name":"Jouni Kurola","orcid":null},"institutions":[{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"education","lineage":["https://openalex.org/I175532246"]},{"id":"https://openalex.org/I4210092991","display_name":"Kuopio University Hospital","ror":"https://ror.org/00fqdfs68","country_code":"FI","type":"healthcare","lineage":["https://openalex.org/I4210092991"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jouni Kurola","raw_affiliation_strings":["Centre for Prehospital Emergency Care, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Prehospital Emergency Care, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland","institution_ids":["https://openalex.org/I4210092991","https://openalex.org/I175532246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022491386","display_name":"Hans Moen","orcid":"https://orcid.org/0000-0003-1418-7892"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Hans Moen","raw_affiliation_strings":["Department of Computing, University of Turku, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077864708","display_name":"Sanna Salanter\u00e4","orcid":"https://orcid.org/0000-0003-2529-6699"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]},{"id":"https://openalex.org/I2801970007","display_name":"Turku University Hospital","ror":"https://ror.org/05dbzj528","country_code":"FI","type":"healthcare","lineage":["https://openalex.org/I2801970007","https://openalex.org/I4210127022"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Sanna Salanter\u00e4","raw_affiliation_strings":["Department of Nursing Science, University of Turku and Turku University Hospital, Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0003-2529-6699","affiliations":[{"raw_affiliation_string":"Department of Nursing Science, University of Turku and Turku University Hospital, Turku, Finland","institution_ids":["https://openalex.org/I2801970007","https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013115170","display_name":"Heikki Riihim\u00e4ki","orcid":null},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Heikki Riihim\u00e4ki","raw_affiliation_strings":["Department of Nursing Science, University of Turku, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nursing Science, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015065390","display_name":"Tero Vesanen","orcid":null},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Tero Vesanen","raw_affiliation_strings":["Department of Nursing Science, University of Turku, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nursing Science, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020705992","display_name":"Mari Koivisto","orcid":"https://orcid.org/0000-0002-6106-1427"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mari Koivisto","raw_affiliation_strings":["Department of Biostatistics, University of Turku, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023152082","display_name":"Timo Iirola","orcid":"https://orcid.org/0000-0002-9019-849X"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]},{"id":"https://openalex.org/I2801970007","display_name":"Turku University Hospital","ror":"https://ror.org/05dbzj528","country_code":"FI","type":"healthcare","lineage":["https://openalex.org/I2801970007","https://openalex.org/I4210127022"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Timo Iirola","raw_affiliation_strings":["Emergency Medical Services, Turku University Hospital and University of Turku, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medical Services, Turku University Hospital and University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I2801970007","https://openalex.org/I155660961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5009536579"],"corresponding_institution_ids":["https://openalex.org/I155660961","https://openalex.org/I16231767"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":2.7093,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.89792573,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"22","issue":"1","first_page":"166","last_page":"166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11467","display_name":"Trauma and Emergency Care Studies","score":0.7982000112533569,"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"}},"topics":[{"id":"https://openalex.org/T11467","display_name":"Trauma and Emergency Care Studies","score":0.7982000112533569,"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"}},{"id":"https://openalex.org/T11095","display_name":"Emergency and Acute Care Studies","score":0.04580000042915344,"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"}},{"id":"https://openalex.org/T12574","display_name":"Clinical Reasoning and Diagnostic Skills","score":0.020099999383091927,"subfield":{"id":"https://openalex.org/subfields/2714","display_name":"Family Practice"},"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/medicine","display_name":"Medicine","score":0.6801790595054626},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6785886287689209},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.6213140487670898},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.5738085508346558},{"id":"https://openalex.org/keywords/emergency-department","display_name":"Emergency department","score":0.5614538788795471},{"id":"https://openalex.org/keywords/patient-safety","display_name":"Patient safety","score":0.5549064874649048},{"id":"https://openalex.org/keywords/emergency-medical-services","display_name":"Emergency medical services","score":0.4611224830150604},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4592691659927368},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.43137621879577637},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.3873216211795807},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.20472624897956848},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.10956045985221863}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6801790595054626},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6785886287689209},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.6213140487670898},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.5738085508346558},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.5614538788795471},{"id":"https://openalex.org/C2779328685","wikidata":"https://www.wikidata.org/wiki/Q1475557","display_name":"Patient safety","level":3,"score":0.5549064874649048},{"id":"https://openalex.org/C545288138","wikidata":"https://www.wikidata.org/wiki/Q860447","display_name":"Emergency medical services","level":2,"score":0.4611224830150604},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4592691659927368},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.43137621879577637},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3873216211795807},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.20472624897956848},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.10956045985221863},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004282","descriptor_name":"Documentation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004282","descriptor_name":"Documentation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004282","descriptor_name":"Documentation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004632","descriptor_name":"Emergency Medical Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004632","descriptor_name":"Emergency Medical Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004632","descriptor_name":"Emergency Medical Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"D061214","descriptor_name":"Patient Safety","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061214","descriptor_name":"Patient Safety","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061214","descriptor_name":"Patient Safety","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12911-022-01901-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-022-01901-x","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-022-01901-x","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:35739501","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35739501","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:ff90fc514ca441bfb566c39704cfd5f0","is_oa":true,"landing_page_url":"https://doaj.org/article/ff90fc514ca441bfb566c39704cfd5f0","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 22, Iss 1, Pp 1-12 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9229877","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9229877","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"},{"id":"pmh:oai:www.utupub.fi:10024/156674","is_oa":false,"landing_page_url":"https://www.utupub.fi/handle/10024/156674","pdf_url":null,"source":{"id":"https://openalex.org/S4306402470","display_name":"UTUPub (University of Turku)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I155660961","host_organization_name":"University of Turku","host_organization_lineage":["https://openalex.org/I155660961"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"doi:10.1186/s12911-022-01901-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-022-01901-x","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-022-01901-x","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":[{"score":0.5099999904632568,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G6272687455","display_name":null,"funder_award_id":"315376","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"}],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283398091.pdf","grobid_xml":"https://content.openalex.org/works/W4283398091.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1605143970","https://openalex.org/W1778364122","https://openalex.org/W1974950921","https://openalex.org/W2064675550","https://openalex.org/W2104436528","https://openalex.org/W2108806926","https://openalex.org/W2116635987","https://openalex.org/W2131774270","https://openalex.org/W2154776925","https://openalex.org/W2158698691","https://openalex.org/W2271781120","https://openalex.org/W2282821441","https://openalex.org/W2291917667","https://openalex.org/W2519686451","https://openalex.org/W2604186212","https://openalex.org/W2735239011","https://openalex.org/W2791867725","https://openalex.org/W2888773068","https://openalex.org/W2910432161","https://openalex.org/W2918498292","https://openalex.org/W2928289419","https://openalex.org/W2937960337","https://openalex.org/W2944851425","https://openalex.org/W2945976633","https://openalex.org/W2946003791","https://openalex.org/W2963626623","https://openalex.org/W2972441196","https://openalex.org/W2979944467","https://openalex.org/W2981937324","https://openalex.org/W3003518524","https://openalex.org/W3007674113","https://openalex.org/W3011770729","https://openalex.org/W3029379298","https://openalex.org/W3037357795","https://openalex.org/W3043788262","https://openalex.org/W3044246727","https://openalex.org/W3045896058","https://openalex.org/W3119038863","https://openalex.org/W3160137267","https://openalex.org/W3205631628","https://openalex.org/W6713134421"],"related_works":["https://openalex.org/W2618286804","https://openalex.org/W2329643025","https://openalex.org/W2002770077","https://openalex.org/W3131163342","https://openalex.org/W4384345078","https://openalex.org/W2092256833","https://openalex.org/W2142369114","https://openalex.org/W2361728394","https://openalex.org/W2166271660","https://openalex.org/W2352631095"],"abstract_inverted_index":{"BACKGROUND:":[0],"Predictors":[1],"of":[2,27,48,55,68,92,120,138,189,234,254],"subsequent":[3,49,102,121,140,170,194,204,219,235,271,278],"events":[4,50,103,122,141,205,272],"after":[5,108,123,161,206],"Emergency":[6],"Medical":[7],"Services":[8],"(EMS)":[9],"non-conveyance":[10,110,125,208,282],"decisions":[11],"are":[12,267],"still":[13],"unclear,":[14],"though":[15],"patient":[16,57,212,226,284],"safety":[17,213,227,285],"is":[18,216,228],"the":[19,46,105,139,147,182,211,251,262,276],"priority":[20],"in":[21,40,71,90,118,180],"prehospital":[22],"emergency":[23],"care.":[24],"The":[25,73,130,163],"aim":[26],"this":[28,41],"study":[29,67],"was":[30,63,75,185],"to":[31,44,100,149,192,202,237,257,261,273],"find":[32,274],"out":[33,275],"whether":[34],"machine":[35],"learning":[36,198],"can":[37,199],"be":[38,200],"used":[39,99,201],"context":[42],"and":[43,84,95,132,167,176,187],"identify":[45],"predictors":[47,172],"based":[51],"on":[52],"narrative":[53],"texts":[54],"electronic":[56],"care":[58,153,240],"records":[59],"(ePCR).":[60],"METHODS:":[61],"This":[62,249],"a":[64,109,193,232],"prospective":[65],"cohort":[66],"EMS":[69,124,145,183,207,281],"patients":[70,148],"Finland.":[72],"data":[74],"collected":[76],"from":[77,104],"three":[78],"different":[79],"regions":[80],"between":[81],"June":[82],"1":[83,179],"November":[85],"30,":[86],"2018.":[87],"Machine":[88,197],"learning,":[89],"form":[91],"text":[93],"classification,":[94],"manual":[96,133],"evaluation":[97],"were":[98,142,173,231,244],"predict":[101,203],"clinical":[106],"notes":[107],"mission.":[111],"RESULTS:":[112],"FastText-model":[113],"(AUC":[114],"0.654)":[115],"performed":[116],"best":[117],"prediction":[119],"missions":[126],"(n":[127],"=":[128],"11,846).":[129],"model":[131],"analyses":[134],"showed":[135],"that":[136,218,225],"many":[137,188],"planned":[143,245,270],"before,":[144],"guided":[146],"visit":[150],"primary":[151,238],"health":[152,239],"facilities":[154],"or":[155,158,241],"ED":[156],"next":[157],"following":[159],"days":[160],"non-conveyance.":[162],"most":[164],"frequent":[165],"signs":[166],"symptoms":[168],"as":[169],"event":[171,220],"musculoskeletal-,":[174],"infection-related":[175],"non-specific":[177],"complaints.":[178],"5":[181],"documentation":[184],"inadequate":[186],"these":[190],"led":[191],"event.":[195],"CONCLUSION:":[196],"missions.":[209],"From":[210],"perspective,":[214],"it":[215],"notable":[217],"does":[221],"not":[222],"necessarily":[223],"mean":[224],"compromised.":[229],"There":[230],"number":[233],"visits":[236],"EDs,":[242],"which":[243],"before":[246],"by":[247],"EMS.":[248],"demonstrates":[250],"appropriate":[252],"use":[253],"limited":[255],"resources":[256],"avoid":[258],"unnecessary":[259],"conveyance":[260],"ED.":[263],"However,":[264],"further":[265],"studies":[266],"needed":[268],"without":[269],"harmful":[277],"events,":[279],"where":[280],"puts":[283],"at":[286],"risk.":[287]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}