{"id":"https://openalex.org/W2900533911","doi":"https://doi.org/10.1080/09638237.2018.1521946","title":"Identifying probable post-traumatic stress disorder: applying supervised machine learning to data from a UK military cohort","display_name":"Identifying probable post-traumatic stress disorder: applying supervised machine learning to data from a UK military cohort","publication_year":2018,"publication_date":"2018-11-16","ids":{"openalex":"https://openalex.org/W2900533911","doi":"https://doi.org/10.1080/09638237.2018.1521946","mag":"2900533911","pmid":"https://pubmed.ncbi.nlm.nih.gov/30445899"},"language":"en","primary_location":{"id":"doi:10.1080/09638237.2018.1521946","doi":"https://doi.org/10.1080/09638237.2018.1521946","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09638237.2018.1521946","pdf_url":null,"source":{"id":"https://openalex.org/S112414500","display_name":"Journal of Mental Health","issn_l":"0963-8237","issn":["0963-8237","1360-0567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Mental Health","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://e-space.mmu.ac.uk/621971/1/accepted_manuscript.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064091902","display_name":"Daniel Leightley","orcid":"https://orcid.org/0000-0001-9512-752X","observed_orcids":["https://orcid.org/0000-0001-9512-752X"]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Daniel Leightley","raw_affiliation_strings":["King\u2019s Centre for Military Health Research, Institute of Psychiatry, Psychology & Neuroscience, King\u2019s College, London, UK;"],"raw_orcid":"https://orcid.org/0000-0001-9512-752X","affiliations":[{"raw_affiliation_string":"King\u2019s Centre for Military Health Research, Institute of Psychiatry, Psychology & Neuroscience, King\u2019s College, London, UK;","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048557173","display_name":"Victoria Williamson","orcid":"https://orcid.org/0000-0002-3110-9856","observed_orcids":["https://orcid.org/0000-0002-3110-9856"]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Victoria Williamson","raw_affiliation_strings":["King\u2019s Centre for Military Health Research, Institute of Psychiatry, Psychology & Neuroscience, King\u2019s College, London, UK;"],"raw_orcid":"https://orcid.org/0000-0002-3110-9856","affiliations":[{"raw_affiliation_string":"King\u2019s Centre for Military Health Research, Institute of Psychiatry, Psychology & Neuroscience, King\u2019s College, London, UK;","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":null,"display_name":"John Darby","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John Darby","raw_affiliation_strings":["School of Computing, Mathematics and Digital Technology, Manchester Metropolitan University;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Mathematics and Digital Technology, Manchester Metropolitan University;","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027046422","display_name":"Nicola T. Fear","orcid":"https://orcid.org/0000-0002-5792-2925","observed_orcids":["https://orcid.org/0000-0002-5792-2925"]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nicola T. Fear","raw_affiliation_strings":["Academic Department of Military Mental Health, Institute of Psychiatry, Psychology & Neuroscience, King\u2019s College, London, UK","King\u2019s Centre for Military Health Research, Institute of Psychiatry, Psychology & Neuroscience, King\u2019s College, London, UK;"],"raw_orcid":"https://orcid.org/0000-0002-5792-2925","affiliations":[{"raw_affiliation_string":"Academic Department of Military Mental Health, Institute of Psychiatry, Psychology & Neuroscience, King\u2019s College, London, UK","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"King\u2019s Centre for Military Health Research, Institute of Psychiatry, Psychology & Neuroscience, King\u2019s College, London, UK;","institution_ids":["https://openalex.org/I183935753"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5064091902"],"corresponding_institution_ids":["https://openalex.org/I183935753"],"apc_list":null,"apc_paid":null,"fwci":12.3135,"has_fulltext":true,"cited_by_count":83,"citation_normalized_percentile":{"value":0.98984557,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"28","issue":"1","first_page":"34","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10242","display_name":"Posttraumatic Stress Disorder Research","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10242","display_name":"Posttraumatic Stress Disorder Research","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0024999999441206455,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/T10416","display_name":"Traumatic Brain Injury Research","score":0.0005000000237487257,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/posttraumatic-stress-disorder","display_name":"post-traumatic stress disorder","score":0.9990000128746033},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"supervised learning","score":0.7770000100135803},{"id":"https://openalex.org/keywords/military-personnel","display_name":"military personnel","score":0.6869999766349792},{"id":"https://openalex.org/keywords/british-armed-forces","display_name":"British armed forces","score":0.8769999742507935},{"id":"https://openalex.org/keywords/service-exposure","display_name":"service exposure","score":0.7319999933242798},{"id":"https://openalex.org/keywords/alcohol-abuse","display_name":"alcohol abuse","score":0.7519999742507935},{"id":"https://openalex.org/keywords/gender-differences","display_name":"gender differences","score":0.8840000033378601},{"id":"https://openalex.org/keywords/diagnostic-sensitivity","display_name":"diagnostic sensitivity","score":0.5059999823570251},{"id":"https://openalex.org/keywords/early-intervention","display_name":"early intervention","score":0.5640000104904175}],"concepts":[{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.557807207107544},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47287341952323914},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4643474221229553},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4633140563964844},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.4545615315437317},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4467252492904663},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.439461886882782},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.43925753235816956},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41705191135406494},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.35808950662612915},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1985514760017395},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","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":"D006113","descriptor_name":"United Kingdom","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":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008889","descriptor_name":"Military Personnel","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013313","descriptor_name":"Stress Disorders, Post-Traumatic","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D015331","descriptor_name":"Cohort Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1080/09638237.2018.1521946","doi":"https://doi.org/10.1080/09638237.2018.1521946","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09638237.2018.1521946","pdf_url":null,"source":{"id":"https://openalex.org/S112414500","display_name":"Journal of Mental Health","issn_l":"0963-8237","issn":["0963-8237","1360-0567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Mental Health","raw_type":"journal-article"},{"id":"pmid:30445899","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30445899","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,"listed_in":[],"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 mental health (Abingdon, England)","raw_type":"Journal Article"},{"id":"pmh:oai:e-space.mmu.ac.uk:621971","doi":null,"is_oa":true,"landing_page_url":"https://e-space.mmu.ac.uk/view/authors/80774b7a506d13a2d18e46472a879058.html>,","pdf_url":"https://e-space.mmu.ac.uk/621971/1/accepted_manuscript.pdf","source":{"id":"https://openalex.org/S4306401617","display_name":"e-space (Manchester Metropolitan University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I11983389","host_organization_name":"Manchester Metropolitan University","host_organization_lineage":["https://openalex.org/I11983389"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:figshare.com:article/32499279","doi":null,"is_oa":false,"landing_page_url":"https://figshare.com/articles/journal_contribution/Identifying_probable_post-traumatic_stress_disorder_applying_supervised_machine_learning_to_data_from_a_UK_military_cohort/32499279","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:kclpure.kcl.ac.uk:openaire/9dd54a1f-0f65-4c44-8d70-13724805413e","doi":null,"is_oa":true,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/files/100663064/Identifying_probable_Post_Traumatic_LEIGHTLEY_Accepted22August2018_GREEN_AAM.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Leightley, D, Williamson, V, Darby, J & Fear, N T 2019, 'Identifying probable post-traumatic stress disorder : applying supervised machine learning to data from a UK military cohort', Journal of Mental Health, vol. 28, no. 1, pp. 34-41. https://doi.org/10.1080/09638237.2018.1521946","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:e-space.mmu.ac.uk:621971","doi":null,"is_oa":true,"landing_page_url":"https://e-space.mmu.ac.uk/view/authors/80774b7a506d13a2d18e46472a879058.html>,","pdf_url":"https://e-space.mmu.ac.uk/621971/1/accepted_manuscript.pdf","source":{"id":"https://openalex.org/S4306401617","display_name":"e-space (Manchester Metropolitan University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I11983389","host_organization_name":"Manchester Metropolitan University","host_organization_lineage":["https://openalex.org/I11983389"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.98580002784729}],"sustainable_development_goals_aurora":[{"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5","score":0.4300000071525574}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2900533911.pdf","grobid_xml":"https://content.openalex.org/works/W2900533911.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W144764020","https://openalex.org/W988942066","https://openalex.org/W1541250240","https://openalex.org/W1569321962","https://openalex.org/W1812927916","https://openalex.org/W1982203744","https://openalex.org/W1984350904","https://openalex.org/W1995341919","https://openalex.org/W2023533462","https://openalex.org/W2024668293","https://openalex.org/W2035914086","https://openalex.org/W2039371348","https://openalex.org/W2045303984","https://openalex.org/W2045986961","https://openalex.org/W2048371669","https://openalex.org/W2056927632","https://openalex.org/W2077086070","https://openalex.org/W2081127192","https://openalex.org/W2083721602","https://openalex.org/W2094767740","https://openalex.org/W2096838083","https://openalex.org/W2101247968","https://openalex.org/W2101471529","https://openalex.org/W2105167358","https://openalex.org/W2107558186","https://openalex.org/W2110608362","https://openalex.org/W2113924890","https://openalex.org/W2114165858","https://openalex.org/W2115729631","https://openalex.org/W2118062335","https://openalex.org/W2119479037","https://openalex.org/W2124200703","https://openalex.org/W2126124198","https://openalex.org/W2129084889","https://openalex.org/W2137666662","https://openalex.org/W2148411382","https://openalex.org/W2150261153","https://openalex.org/W2151921970","https://openalex.org/W2157040341","https://openalex.org/W2157715083","https://openalex.org/W2161511153","https://openalex.org/W2167714940","https://openalex.org/W2410607893","https://openalex.org/W2741260869","https://openalex.org/W2763193212","https://openalex.org/W2911964244","https://openalex.org/W2912934387","https://openalex.org/W3198350258","https://openalex.org/W4235239134","https://openalex.org/W4239510810","https://openalex.org/W4247665917","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W1569321962","https://openalex.org/W2947402118","https://openalex.org/W4396780484","https://openalex.org/W1624590394","https://openalex.org/W4382631231","https://openalex.org/W3016747749","https://openalex.org/W2993502775","https://openalex.org/W3049438434","https://openalex.org/W7161818010","https://openalex.org/W2081956352"],"abstract_inverted_index":{"BACKGROUND:":[0],"Early":[1],"identification":[2,29],"of":[3,30,60,81,96,103,117,124,153,170,198],"probable":[4,31,71,104,125,171],"post-traumatic":[5],"stress":[6],"disorder":[7],"(PTSD)":[8],"can":[9],"lead":[10],"to":[11,20,56,69,100,110,120,130,135],"early":[12,194],"intervention":[13],"and":[14,63,78,90,142,188],"treatment.":[15],"AIMS:":[16],"This":[17],"study":[18],"aimed":[19],"evaluate":[21],"supervised":[22,97,118,154],"machine":[23],"learning":[24],"(ML)":[25],"classifiers":[26,99],"for":[27,164],"the":[28,43,122,136,183],"PTSD":[32,72,105,172],"in":[33,42],"those":[34],"who":[35],"are":[36],"serving,":[37],"or":[38],"have":[39],"recently":[40],"served":[41],"United":[44],"Kingdom":[45],"(UK)":[46],"Armed":[47,66],"Forces.":[48],"METHODS:":[49],"Supervised":[50],"ML":[51,98,119,155],"classification":[52],"techniques":[53],"were":[54,86,106],"applied":[55],"a":[57,79,111,115,151,162],"military":[58],"cohort":[59],"13,690":[61],"serving":[62],"ex-serving":[64],"UK":[65],"Forces":[67],"personnel":[68],"identify":[70,131],"based":[73,173],"on":[74,174,185],"self-reported":[75,175],"service":[76],"exposures":[77],"range":[80,152],"validated":[82,112],"self-report":[83],"measures.":[84],"Data":[85],"collected":[87],"between":[88],"2004":[89],"2009.":[91],"RESULTS:":[92],"The":[93],"predictive":[94],"performance":[95],"detect":[101,121],"cases":[102,123],"encouraging":[107],"when":[108],"compared":[109],"measure,":[113],"demonstrating":[114],"capability":[116],"PTSD.":[126],"It":[127],"was":[128,148,159],"possible":[129],"which":[132],"variables":[133],"contributed":[134],"performance,":[137],"including":[138],"alcohol":[139],"misuse,":[140],"gender":[141],"deployment":[143],"status.":[144],"A":[145],"satisfactory":[146],"sensitivity":[147,158],"obtained":[149],"across":[150],"classifiers,":[156],"but":[157],"low,":[160],"indicating":[161],"potential":[163],"false":[165],"negative":[166],"diagnoses.":[167],"CONCLUSIONS:":[168],"Detection":[169],"measurement":[176],"data":[177],"is":[178],"feasible,":[179],"may":[180],"greatly":[181],"reduce":[182],"burden":[184],"public":[186],"health":[187],"improve":[189],"operational":[190],"efficiencies":[191],"by":[192],"enabling":[193],"intervention,":[195],"before":[196],"manifestation":[197],"symptoms.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":24},{"year":2019,"cited_by_count":9}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2018-11-29T00:00:00"}
