{"id":"https://openalex.org/W4281943088","doi":"https://doi.org/10.1055/a-1863-7176","title":"Application of a Machine Learning\u2013Based Decision Support Tool to Improve an Injury Surveillance System Workflow","display_name":"Application of a Machine Learning\u2013Based Decision Support Tool to Improve an Injury Surveillance System Workflow","publication_year":2022,"publication_date":"2022-05-01","ids":{"openalex":"https://openalex.org/W4281943088","doi":"https://doi.org/10.1055/a-1863-7176","pmid":"https://pubmed.ncbi.nlm.nih.gov/35644141"},"language":"en","primary_location":{"id":"doi:10.1055/a-1863-7176","is_oa":true,"landing_page_url":"https://doi.org/10.1055/a-1863-7176","pdf_url":"http://www.thieme-connect.de/products/ejournals/pdf/10.1055/a-1863-7176.pdf","source":{"id":"https://openalex.org/S187139995","display_name":"Applied Clinical Informatics","issn_l":"1869-0327","issn":["1869-0327"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320000","host_organization_name":"Thieme Medical Publishers (Germany)","host_organization_lineage":["https://openalex.org/P4310320000"],"host_organization_lineage_names":["Thieme Medical Publishers (Germany)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Clinical Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"http://www.thieme-connect.de/products/ejournals/pdf/10.1055/a-1863-7176.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049938181","display_name":"Jesani Catchpoole","orcid":"https://orcid.org/0000-0002-8933-5573"},"institutions":[{"id":"https://openalex.org/I2799393793","display_name":"Royal Brisbane and Women's Hospital","ror":"https://ror.org/05p52kj31","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2799393793","https://openalex.org/I2801244131"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jesani Catchpoole","raw_affiliation_strings":["Australian Centre for Health Services Innovation (AusHSI), School of Public Health and Social Work","Jamieson Trauma Institute, Royal Brisbane and Women's Hospital, Metro North Hospital and Health Service, Queensland, Australia","Queensland Injury Surveillance Unit, Royal Brisbane and Women's Hospital, Metro North Hospital and Health Service, Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Centre for Health Services Innovation (AusHSI), School of Public Health and Social Work","institution_ids":[]},{"raw_affiliation_string":"Jamieson Trauma Institute, Royal Brisbane and Women's Hospital, Metro North Hospital and Health Service, Queensland, Australia","institution_ids":["https://openalex.org/I2799393793"]},{"raw_affiliation_string":"Queensland Injury Surveillance Unit, Royal Brisbane and Women's Hospital, Metro North Hospital and Health Service, Queensland, Australia","institution_ids":["https://openalex.org/I2799393793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028377581","display_name":"Gaurav Nanda","orcid":"https://orcid.org/0000-0003-1240-8639"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gaurav Nanda","raw_affiliation_strings":["Purdue University, School of Engineering Technology, West Lafayette, Indiana, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Purdue University, School of Engineering Technology, West Lafayette, Indiana, United States","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038941653","display_name":"Kirsten Vallmuur","orcid":"https://orcid.org/0000-0002-3760-0822"},"institutions":[{"id":"https://openalex.org/I2799393793","display_name":"Royal Brisbane and Women's Hospital","ror":"https://ror.org/05p52kj31","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2799393793","https://openalex.org/I2801244131"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kirsten Vallmuur","raw_affiliation_strings":["Australian Centre for Health Services Innovation (AusHSI), School of Public Health and Social Work","Jamieson Trauma Institute, Royal Brisbane and Women's Hospital, Metro North Hospital and Health Service, Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Centre for Health Services Innovation (AusHSI), School of Public Health and Social Work","institution_ids":[]},{"raw_affiliation_string":"Jamieson Trauma Institute, Royal Brisbane and Women's Hospital, Metro North Hospital and Health Service, Queensland, Australia","institution_ids":["https://openalex.org/I2799393793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025359109","display_name":"Goshad Nand","orcid":null},"institutions":[{"id":"https://openalex.org/I2799393793","display_name":"Royal Brisbane and Women's Hospital","ror":"https://ror.org/05p52kj31","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2799393793","https://openalex.org/I2801244131"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Goshad Nand","raw_affiliation_strings":["Queensland Injury Surveillance Unit, Royal Brisbane and Women's Hospital, Metro North Hospital and Health Service, Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queensland Injury Surveillance Unit, Royal Brisbane and Women's Hospital, Metro North Hospital and Health Service, Queensland, Australia","institution_ids":["https://openalex.org/I2799393793"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064609372","display_name":"Mark R. Lehto","orcid":null},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark Lehto","raw_affiliation_strings":["Purdue University, School of Industrial Engineering, West Lafayette, Indiana, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Purdue University, School of Industrial Engineering, West Lafayette, Indiana, United States","institution_ids":["https://openalex.org/I219193219"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9913,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.7505188,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"13","issue":"03","first_page":"700","last_page":"710"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11824","display_name":"Injury Epidemiology and Prevention","score":0.35199999809265137,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T11824","display_name":"Injury Epidemiology and Prevention","score":0.35199999809265137,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T11467","display_name":"Trauma and Emergency Care Studies","score":0.3093999922275543,"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/T12265","display_name":"Gun Ownership and Violence Research","score":0.02449999935925007,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"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/workflow","display_name":"Workflow","score":0.6411832571029663},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6212384700775146},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.556152880191803},{"id":"https://openalex.org/keywords/emergency-department","display_name":"Emergency department","score":0.5046759843826294},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46161162853240967},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.425518274307251},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.37548595666885376},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1541845202445984},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.10385379195213318},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09071603417396545}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6411832571029663},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6212384700775146},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.556152880191803},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.5046759843826294},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46161162853240967},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.425518274307251},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37548595666885376},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1541845202445984},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.10385379195213318},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09071603417396545},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","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":true},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006751","descriptor_name":"Hospital Information Systems","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D006751","descriptor_name":"Hospital Information Systems","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D006751","descriptor_name":"Hospital Information Systems","qualifier_ui":"Q000458","qualifier_name":"organization & administration","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":"D014947","descriptor_name":"Wounds and Injuries","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D014947","descriptor_name":"Wounds and Injuries","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D014947","descriptor_name":"Wounds and Injuries","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D015601","descriptor_name":"Injury Severity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015601","descriptor_name":"Injury Severity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015601","descriptor_name":"Injury Severity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058873","descriptor_name":"Pandemics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058873","descriptor_name":"Pandemics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058873","descriptor_name":"Pandemics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1055/a-1863-7176","is_oa":true,"landing_page_url":"https://doi.org/10.1055/a-1863-7176","pdf_url":"http://www.thieme-connect.de/products/ejournals/pdf/10.1055/a-1863-7176.pdf","source":{"id":"https://openalex.org/S187139995","display_name":"Applied Clinical Informatics","issn_l":"1869-0327","issn":["1869-0327"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320000","host_organization_name":"Thieme Medical Publishers (Germany)","host_organization_lineage":["https://openalex.org/P4310320000"],"host_organization_lineage_names":["Thieme Medical Publishers (Germany)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Clinical Informatics","raw_type":"journal-article"},{"id":"pmid:35644141","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35644141","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":"Applied clinical informatics","raw_type":null},{"id":"pmh:oai:eprints.qut.edu.au:243455","is_oa":false,"landing_page_url":"http://purl.org/au-research/grants/arc/DP170103136","pdf_url":null,"source":{"id":"https://openalex.org/S4306402607","display_name":"QUT ePrints (Queensland University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I160993911","host_organization_name":"Queensland University of Technology","host_organization_lineage":["https://openalex.org/I160993911"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Clinical Informatics","raw_type":"Contribution to Journal"},{"id":"pmh:oai:pubmedcentral.nih.gov:9279014","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9279014","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Appl Clin Inform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1055/a-1863-7176","is_oa":true,"landing_page_url":"https://doi.org/10.1055/a-1863-7176","pdf_url":"http://www.thieme-connect.de/products/ejournals/pdf/10.1055/a-1863-7176.pdf","source":{"id":"https://openalex.org/S187139995","display_name":"Applied Clinical Informatics","issn_l":"1869-0327","issn":["1869-0327"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320000","host_organization_name":"Thieme Medical Publishers (Germany)","host_organization_lineage":["https://openalex.org/P4310320000"],"host_organization_lineage_names":["Thieme Medical Publishers (Germany)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Clinical Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281943088.pdf","grobid_xml":"https://content.openalex.org/works/W4281943088.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1480931433","https://openalex.org/W2012371495","https://openalex.org/W2028279100","https://openalex.org/W2050801533","https://openalex.org/W2078712468","https://openalex.org/W2083062358","https://openalex.org/W2118668507","https://openalex.org/W2124199620","https://openalex.org/W2177961324","https://openalex.org/W2202521329","https://openalex.org/W2237502368","https://openalex.org/W2293091348","https://openalex.org/W2301246547","https://openalex.org/W2753048242","https://openalex.org/W2754437305","https://openalex.org/W2767557284","https://openalex.org/W2980338935","https://openalex.org/W2980797207","https://openalex.org/W2995351791","https://openalex.org/W3005522280","https://openalex.org/W3008502799","https://openalex.org/W3031791960","https://openalex.org/W3082767609","https://openalex.org/W3198547783","https://openalex.org/W4200082634"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4286629047","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W2341953792","https://openalex.org/W4313488044","https://openalex.org/W3107602296","https://openalex.org/W3209574120"],"abstract_inverted_index":{"BACKGROUND:":[0],"Emergency":[1],"department":[2],"(ED)-based":[3],"injury":[4,38,63,83,157,172,190,225],"surveillance":[5,39,64,208,226],"systems":[6],"across":[7,151],"many":[8],"countries":[9],"face":[10],"resourcing":[11],"challenges":[12],"related":[13],"to":[14,36,69,78,184,212],"manual":[15,129,242],"validation":[16],"and":[17,45,55,58,72,116,118,144,171,235],"coding":[18,53,81,114,130,243],"of":[19,27,47,82,92,209,220],"data.":[20,85],"OBJECTIVE:":[21],"This":[22,86],"study":[23,123],"describes":[24,88],"the":[25,42,93,97,133,193,203,221,224,241],"evaluation":[26],"a":[28,75,89,105,125,186,238],"machine":[29],"learning":[30],"(ML)-based":[31],"decision":[32],"support":[33],"tool":[34],"(DST)":[35],"assist":[37],"departments":[40],"in":[41,52,96,113,128,141,149,240],"validation,":[43],"coding,":[44],"use":[46],"their":[48],"data,":[49],"comparing":[50,111],"outcomes":[51,112],"time,":[54],"accuracy":[56,150],"pre-":[57,117],"postimplementations.":[59],"METHODS:":[60],"Manually":[61],"coded":[62],"data":[65,110,146,153],"have":[66],"been":[67],"used":[68,183],"develop,":[70],"train,":[71],"iteratively":[73],"refine":[74],"ML-based":[76,94],"classifier":[77,180],"enable":[79],"semiautomated":[80],"narrative":[84],"paper":[87],"trial":[90],"implementation":[91],"DST":[95,134,222,239],"Queensland":[98],"Injury":[99],"Surveillance":[100],"Unit":[101],"(QISU)":[102],"workflow":[103,227],"using":[104],"major":[106],"pediatric":[107],"hospital's":[108],"ED":[109],"time":[115,131],"postimplementation":[119],"accuracies.":[120],"RESULTS:":[121],"The":[122,137,179,218],"found":[124],"10%":[126],"reduction":[127],"after":[132],"was":[135,181],"introduced.":[136],"Kappa":[138],"statistics":[139],"analysis":[140],"both":[142],"DST-assisted":[143],"-unassisted":[145],"shows":[147,228],"increase":[148],"three":[152],"fields,":[154],"that":[155],"is,":[156],"intent":[158],"(85.4%":[159],"unassisted":[160,167,175],"vs.":[161,168,176],"94.5%":[162],"assisted),":[163,170],"external":[164],"cause":[165],"(88.8%":[166],"91.8%":[169],"factor":[173],"(89.3%":[174],"92.9%":[177],"assisted).":[178],"also":[182],"produce":[185],"timely":[187,233],"report":[188],"monitoring":[189],"patterns":[191],"during":[192],"novel":[194],"coronavirus":[195],"disease":[196],"2019":[197],"(COVID-19)":[198],"pandemic.":[199],"Hence,":[200],"it":[201,231],"has":[202],"potential":[204],"for":[205],"near":[206],"real-time":[207],"emerging":[210],"hazards":[211],"inform":[213],"public":[214],"health":[215],"responses.":[216],"CONCLUSION:":[217],"integration":[219],"into":[223],"benefits":[229],"as":[230,237],"facilitates":[232],"reporting":[234],"acts":[236],"process.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
