{"id":"https://openalex.org/W2899307458","doi":"https://doi.org/10.1109/embc.2018.8512539","title":"Automating the Detection of REM Sleep Behaviour Disorder","display_name":"Automating the Detection of REM Sleep Behaviour Disorder","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2899307458","doi":"https://doi.org/10.1109/embc.2018.8512539","mag":"2899307458","pmid":"https://pubmed.ncbi.nlm.nih.gov/30440668"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2018.8512539","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512539","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072140229","display_name":"Navin Cooray","orcid":"https://orcid.org/0000-0002-3217-9303"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Navin Cooray","raw_affiliation_strings":["University of Oxford, Oxford, Oxfordshire, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, Oxfordshire, GB","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040100199","display_name":"Fernando Andreotti","orcid":"https://orcid.org/0000-0001-6868-4718"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fernando Andreotti","raw_affiliation_strings":["University of Oxford, Oxford, Oxfordshire, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, Oxfordshire, GB","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049885731","display_name":"Christine Lo","orcid":"https://orcid.org/0000-0002-5671-3881"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christine Lo","raw_affiliation_strings":["University of Oxford, Oxford, Oxfordshire, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, Oxfordshire, GB","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001263788","display_name":"Mkael Symmonds","orcid":"https://orcid.org/0000-0001-9903-5083"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mkael Symmonds","raw_affiliation_strings":["University of Oxford, Oxford, Oxfordshire, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, Oxfordshire, GB","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Michele T. M. Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Michele T. M. Hu","raw_affiliation_strings":["University of Oxford, Oxford, Oxfordshire, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, Oxfordshire, GB","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064593698","display_name":"Maarten De Vos","orcid":"https://orcid.org/0000-0002-3482-5145"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maarten De Vos","raw_affiliation_strings":["University of Oxford, Oxford, Oxfordshire, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, Oxfordshire, GB","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I40120149"],"apc_list":null,"apc_paid":null,"fwci":1.1835,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.7766323,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2018","issue":null,"first_page":"1460","last_page":"1463"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10985","display_name":"Sleep and Wakefulness Research","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10985","display_name":"Sleep and Wakefulness Research","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12569","display_name":"Restless Legs Syndrome Research","score":0.9959999918937683,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.8003495931625366},{"id":"https://openalex.org/keywords/eye-movement","display_name":"Eye movement","score":0.6353961229324341},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.6215878129005432},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5407460331916809},{"id":"https://openalex.org/keywords/rapid-eye-movement-sleep","display_name":"Rapid eye movement sleep","score":0.5267367362976074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47033530473709106},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.4592042565345764},{"id":"https://openalex.org/keywords/sleep-stages","display_name":"Sleep Stages","score":0.4580669701099396},{"id":"https://openalex.org/keywords/non-rapid-eye-movement-sleep","display_name":"Non-rapid eye movement sleep","score":0.45388561487197876},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.43617990612983704},{"id":"https://openalex.org/keywords/rem-sleep-behavior-disorder","display_name":"REM sleep behavior disorder","score":0.41295963525772095},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.41034525632858276},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.34508201479911804},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.3429986834526062},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.285403847694397},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.25062769651412964},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.20143067836761475}],"concepts":[{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.8003495931625366},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.6353961229324341},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.6215878129005432},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5407460331916809},{"id":"https://openalex.org/C2779213384","wikidata":"https://www.wikidata.org/wiki/Q211402","display_name":"Rapid eye movement sleep","level":3,"score":0.5267367362976074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47033530473709106},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.4592042565345764},{"id":"https://openalex.org/C2910364982","wikidata":"https://www.wikidata.org/wiki/Q35831","display_name":"Sleep Stages","level":4,"score":0.4580669701099396},{"id":"https://openalex.org/C20566671","wikidata":"https://www.wikidata.org/wiki/Q1752878","display_name":"Non-rapid eye movement sleep","level":3,"score":0.45388561487197876},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.43617990612983704},{"id":"https://openalex.org/C2776132596","wikidata":"https://www.wikidata.org/wiki/Q2103933","display_name":"REM sleep behavior disorder","level":4,"score":0.41295963525772095},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.41034525632858276},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.34508201479911804},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.3429986834526062},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.285403847694397},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.25062769651412964},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.20143067836761475},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012895","descriptor_name":"Sleep, REM","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012895","descriptor_name":"Sleep, REM","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012895","descriptor_name":"Sleep, REM","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012895","descriptor_name":"Sleep, REM","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020187","descriptor_name":"REM Sleep Behavior Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D020187","descriptor_name":"REM Sleep Behavior Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D020187","descriptor_name":"REM Sleep Behavior Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D020187","descriptor_name":"REM Sleep Behavior Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2018.8512539","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512539","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:30440668","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30440668","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:ora.ox.ac.uk:uuid:f9c4a30d-c8e0-475a-b549-36cc855170f2","is_oa":false,"landing_page_url":"https://ora.ox.ac.uk/objects/uuid:f9c4a30d-c8e0-475a-b549-36cc855170f2","pdf_url":null,"source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[{"id":"https://openalex.org/G1595590610","display_name":null,"funder_award_id":"J-1403","funder_id":"https://openalex.org/F4320320021","funder_display_name":"Parkinson's UK"},{"id":"https://openalex.org/G2579199498","display_name":null,"funder_award_id":"MR/M024962/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G4653495942","display_name":null,"funder_award_id":"J-0901","funder_id":"https://openalex.org/F4320320021","funder_display_name":"Parkinson's UK"},{"id":"https://openalex.org/G6505429165","display_name":null,"funder_award_id":"EP/N024966/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7375349350","display_name":"Intelligent Wearable Sensors for Predictive Patient Monitoring","funder_award_id":"EP/N024966/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G820509972","display_name":null,"funder_award_id":"MC_EX_MR/N50192X/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G8900867631","display_name":null,"funder_award_id":"MR/L023784/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320319990","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320320021","display_name":"Parkinson's UK","ror":"https://ror.org/02417p338"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W76096160","https://openalex.org/W1521227715","https://openalex.org/W1554944419","https://openalex.org/W1657459197","https://openalex.org/W1964202824","https://openalex.org/W1983256092","https://openalex.org/W1991354131","https://openalex.org/W1992104307","https://openalex.org/W2010712964","https://openalex.org/W2023130608","https://openalex.org/W2025616813","https://openalex.org/W2048304493","https://openalex.org/W2113235404","https://openalex.org/W2117296910","https://openalex.org/W2162800060","https://openalex.org/W2163166459","https://openalex.org/W2171033594","https://openalex.org/W2783181309","https://openalex.org/W2884525847","https://openalex.org/W3022302886","https://openalex.org/W4251233430","https://openalex.org/W4294629130","https://openalex.org/W6603273851","https://openalex.org/W6747255343"],"related_works":["https://openalex.org/W1992734254","https://openalex.org/W2768299460","https://openalex.org/W2890415587","https://openalex.org/W3028984214","https://openalex.org/W2146577910","https://openalex.org/W4387979337","https://openalex.org/W4225528206","https://openalex.org/W3017472389","https://openalex.org/W4292296852","https://openalex.org/W4323060172"],"abstract_inverted_index":{"This":[0],"study":[1],"aims":[2],"to":[3,8,56,130],"develop":[4,67],"automated":[5],"diagnostic":[6],"tools":[7],"aid":[9],"in":[10],"the":[11,76,123],"identification":[12],"of":[13,33,78,125],"rapid-eye-movement":[14],"(REM)":[15],"sleep":[16,54,82,86],"behaviour":[17],"disorder":[18],"(RBD).":[19],"Those":[20],"diagnosed":[21,102],"with":[22,71,103,118],"RBD":[23,44,104,126],"enact":[24],"their":[25],"dreams":[26],"and":[27,51,84,100,109,120,140],"therefore":[28],"present":[29],"an":[30],"abnormal":[31,59],"characteristic":[32],"movement":[34,80],"during":[35],"REM":[36,60],"sleep.":[37],"Several":[38],"methods":[39],"have":[40],"been":[41],"proposed":[42],"for":[43],"detection":[45,127],"that":[46,74],"use":[47],"electromyogram":[48],"(EMG)":[49],"recordings":[50,94],"manually":[52],"annotated":[53],"stages":[55,83],"objectively":[57],"quantify":[58],"movement.":[61],"In":[62],"this":[63],"work":[64],"we":[65],"further":[66],"these":[68],"proven":[69],"techniques":[70],"additional":[72,121],"features":[73],"incorporate":[75],"relationship":[77],"muscle":[79],"between":[81],"general":[85],"architecture.":[87],"Performance":[88],"is":[89],"evaluated":[90],"using":[91],"polysomnography":[92],"(PSG)":[93],"from":[95,106],"43":[96],"aged-matched":[97],"healthy":[98],"controls":[99],"subjects":[101],"obtained":[105],"multiple":[107],"institutions":[108],"publicly":[110],"available":[111],"resources.":[112],"Using":[113],"a":[114],"random":[115],"forest":[116],"classifier":[117],"established":[119,133],"features,":[122],"performance":[124],"was":[128],"shown":[129],"improve":[131],"upon":[132],"metrics":[134],"(achieving":[135],"88%":[136],"accuracy,":[137],"91%":[138],"sensitivity,":[139],"86%":[141],"specificity).":[142]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
