{"id":"https://openalex.org/W4327952382","doi":"https://doi.org/10.3390/s23063274","title":"An Innovative Random-Forest-Based Model to Assess the Health Impacts of Regular Commuting Using Non-Invasive Wearable Sensors","display_name":"An Innovative Random-Forest-Based Model to Assess the Health Impacts of Regular Commuting Using Non-Invasive Wearable Sensors","publication_year":2023,"publication_date":"2023-03-20","ids":{"openalex":"https://openalex.org/W4327952382","doi":"https://doi.org/10.3390/s23063274","pmid":"https://pubmed.ncbi.nlm.nih.gov/36991984"},"language":"en","primary_location":{"id":"doi:10.3390/s23063274","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23063274","pdf_url":"https://www.mdpi.com/1424-8220/23/6/3274/pdf?version=1679379322","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/6/3274/pdf?version=1679379322","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070246091","display_name":"Mhd Saeed Sharif","orcid":"https://orcid.org/0000-0002-4008-8049"},"institutions":[{"id":"https://openalex.org/I4210153682","display_name":"Intelligent Health (United Kingdom)","ror":"https://ror.org/0576zak10","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210153682"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Mhd Saeed Sharif","raw_affiliation_strings":["Intelligent Technologies Research Group, ACE, UEL, University Way, London E16 2RD, UK"],"raw_orcid":"https://orcid.org/0000-0002-4008-8049","affiliations":[{"raw_affiliation_string":"Intelligent Technologies Research Group, ACE, UEL, University Way, London E16 2RD, UK","institution_ids":["https://openalex.org/I4210153682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005352769","display_name":"Madhav Raj Theeng Tamang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153682","display_name":"Intelligent Health (United Kingdom)","ror":"https://ror.org/0576zak10","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210153682"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Madhav Raj Theeng Tamang","raw_affiliation_strings":["Intelligent Technologies Research Group, ACE, UEL, University Way, London E16 2RD, UK"],"raw_orcid":"https://orcid.org/0000-0003-1368-984X","affiliations":[{"raw_affiliation_string":"Intelligent Technologies Research Group, ACE, UEL, University Way, London E16 2RD, UK","institution_ids":["https://openalex.org/I4210153682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017659667","display_name":"Cynthia H.Y. Fu","orcid":"https://orcid.org/0000-0003-4313-3500"},"institutions":[{"id":"https://openalex.org/I157227730","display_name":"University of East London","ror":"https://ror.org/057jrqr44","country_code":"GB","type":"education","lineage":["https://openalex.org/I157227730"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Cynthia H. Y. Fu","raw_affiliation_strings":["School of Psychology, UEL, Water Lane, London E15 4LZ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Psychology, UEL, Water Lane, London E15 4LZ, UK","institution_ids":["https://openalex.org/I157227730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000549505","display_name":"Aaron Baker","orcid":"https://orcid.org/0000-0002-2815-9932"},"institutions":[{"id":"https://openalex.org/I157227730","display_name":"University of East London","ror":"https://ror.org/057jrqr44","country_code":"GB","type":"education","lineage":["https://openalex.org/I157227730"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Aaron Baker","raw_affiliation_strings":["School of Psychology, UEL, Water Lane, London E15 4LZ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Psychology, UEL, Water Lane, London E15 4LZ, UK","institution_ids":["https://openalex.org/I157227730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053776267","display_name":"Ahmed Ibrahim Alzahrani","orcid":"https://orcid.org/0000-0001-5903-7383"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ahmed Ibrahim Alzahrani","raw_affiliation_strings":["Computer Science Department, Community College, King Saud University, Riyadh 11437, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-5903-7383","affiliations":[{"raw_affiliation_string":"Computer Science Department, Community College, King Saud University, Riyadh 11437, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011883455","display_name":"Nasser Alalwan","orcid":"https://orcid.org/0000-0001-6691-4479"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nasser Alalwan","raw_affiliation_strings":["Computer Science Department, Community College, King Saud University, Riyadh 11437, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Community College, King Saud University, Riyadh 11437, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5070246091"],"corresponding_institution_ids":["https://openalex.org/I4210153682"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":4.1199,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.94960542,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"23","issue":"6","first_page":"3274","last_page":"3274"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9689000248908997,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9689000248908997,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9675999879837036,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9417999982833862,"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/electroencephalography","display_name":"Electroencephalography","score":0.7024840116500854},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"Blood pressure","score":0.577041745185852},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5565462112426758},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4883403480052948},{"id":"https://openalex.org/keywords/morning","display_name":"Morning","score":0.4872114062309265},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3836410939693451},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3416949510574341},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.33443427085876465},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2653454542160034},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25066518783569336},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.18582898378372192},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1288418471813202}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7024840116500854},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.577041745185852},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5565462112426758},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4883403480052948},{"id":"https://openalex.org/C19720800","wikidata":"https://www.wikidata.org/wiki/Q7722","display_name":"Morning","level":2,"score":0.4872114062309265},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3836410939693451},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3416949510574341},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.33443427085876465},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2653454542160034},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25066518783569336},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.18582898378372192},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1288418471813202},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","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":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014186","descriptor_name":"Transportation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014186","descriptor_name":"Transportation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014186","descriptor_name":"Transportation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014186","descriptor_name":"Transportation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014186","descriptor_name":"Transportation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s23063274","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23063274","pdf_url":"https://www.mdpi.com/1424-8220/23/6/3274/pdf?version=1679379322","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:36991984","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36991984","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10055922","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10055922","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10055922/pdf/sensors-23-03274.pdf","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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:25297ca96c8d4e909f4e73344c87d729","is_oa":true,"landing_page_url":"https://doaj.org/article/25297ca96c8d4e909f4e73344c87d729","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":"Sensors, Vol 23, Iss 6, p 3274 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/6/3274/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23063274","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 23; Issue 6; Pages: 3274","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23063274","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23063274","pdf_url":"https://www.mdpi.com/1424-8220/23/6/3274/pdf?version=1679379322","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6899999976158142,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G1819278516","display_name":null,"funder_award_id":"RSP2023R157","funder_id":"https://openalex.org/F4320321145","funder_display_name":"King Saud University"}],"funders":[{"id":"https://openalex.org/F4320321145","display_name":"King Saud University","ror":"https://ror.org/02f81g417"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4327952382.pdf"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1970888865","https://openalex.org/W1997803474","https://openalex.org/W1998848369","https://openalex.org/W2046459765","https://openalex.org/W2065031200","https://openalex.org/W2069375627","https://openalex.org/W2082893943","https://openalex.org/W2083817839","https://openalex.org/W2100712585","https://openalex.org/W2116517423","https://openalex.org/W2148905283","https://openalex.org/W2150776481","https://openalex.org/W2154197756","https://openalex.org/W2157941646","https://openalex.org/W2162343758","https://openalex.org/W2171076513","https://openalex.org/W2243147875","https://openalex.org/W2291344655","https://openalex.org/W2608214853","https://openalex.org/W2767018745","https://openalex.org/W2806827751","https://openalex.org/W2814508204","https://openalex.org/W2909418278","https://openalex.org/W2919620237","https://openalex.org/W2922423435","https://openalex.org/W2947706773","https://openalex.org/W2961917496","https://openalex.org/W2964422804","https://openalex.org/W2980089758","https://openalex.org/W2982299617","https://openalex.org/W3011197722","https://openalex.org/W3012668448","https://openalex.org/W3040262915","https://openalex.org/W3082076610","https://openalex.org/W3157806910","https://openalex.org/W3195539947","https://openalex.org/W3202414454","https://openalex.org/W4214875479","https://openalex.org/W4282832058","https://openalex.org/W4292994367","https://openalex.org/W6667867682","https://openalex.org/W6685147788","https://openalex.org/W6839409672"],"related_works":["https://openalex.org/W2898777440","https://openalex.org/W1973944389","https://openalex.org/W2366618985","https://openalex.org/W3135850007","https://openalex.org/W2007125545","https://openalex.org/W2391070320","https://openalex.org/W2520434940","https://openalex.org/W2006967077","https://openalex.org/W2103914659","https://openalex.org/W2807239024"],"abstract_inverted_index":{"Regular":[0],"commutes":[1],"to":[2,139,160,218],"work":[3],"can":[4,11],"cause":[5,12],"chronic":[6],"stress,":[7,167],"which":[8],"in":[9,23,152,173,176],"turn":[10],"a":[13,153,171,182,256],"physical":[14],"and":[15,47,56,74,82,95,124,127,142,193,203,210,295,305],"emotional":[16],"reaction.":[17],"The":[18,50,99,132,196,220],"recognition":[19],"of":[20,39,101,258,271,287,302],"mental":[21],"stress":[22],"its":[24],"earliest":[25],"stages":[26],"is":[27],"very":[28],"necessary":[29],"for":[30,149],"effective":[31],"clinical":[32],"treatment.":[33],"This":[34,85,179],"study":[35,86,180],"investigated":[36],"the":[37,71,162,177,211,234,239,243,253,264,269,272],"impact":[38],"commuting":[40],"on":[41,45],"human":[42],"health":[43],"based":[44],"qualitative":[46,66],"quantitative":[48,51],"measures.":[49],"measures":[52,67],"included":[53,75],"electroencephalography":[54],"(EEG)":[55],"blood":[57,143,201,226],"pressure":[58,144,202,227],"(BP),":[59],"as":[60,62,168],"well":[61],"weather":[63],"temperature,":[64],"while":[65,289],"were":[68,103,207,279],"established":[69],"from":[70,216],"PANAS":[72,213],"questionnaire,":[73],"age,":[76],"height,":[77],"medication,":[78],"alcohol":[79],"status,":[80],"weight,":[81],"smoking":[83],"status.":[84],"recruited":[87],"45":[88],"(n)":[89],"healthy":[90],"adults,":[91],"including":[92],"18":[93],"female":[94],"27":[96],"male":[97],"participants.":[98],"modes":[100],"commute":[102,148,231],"bus":[104,126],"(n":[105,109,113,117,121,129],"=":[106,110,114,118,122,130],"8),":[107],"driving":[108],"6),":[111],"cycling":[112],"7),":[115],"train":[116,128],"9),":[119],"tube":[120],"13),":[123],"both":[125],"2).":[131],"participants":[133],"wore":[134],"non-invasive":[135],"wearable":[136],"biosensor":[137],"technology":[138],"measure":[140],"EEG":[141,204,237,244],"during":[145],"their":[146],"morning":[147],"5":[150],"days":[151],"row.":[154],"A":[155],"correlation":[156],"analysis":[157],"was":[158,228],"applied":[159],"find":[161],"significant":[163],"features":[164],"associated":[165],"with":[166,284,299],"measured":[169,224],"by":[170],"reduction":[172],"positive":[174,212],"ratings":[175],"PANAS.":[178],"created":[181],"prediction":[183],"model":[184,240,274],"using":[185,281],"random":[186,265,282],"forest,":[187],"support":[188,292],"vector":[189,293],"machine,":[190,294],"naive":[191,296],"Bayes,":[192],"K-nearest":[194,290],"neighbor.":[195],"research":[197],"results":[198,278],"show":[199],"that":[200,223,242],"beta":[205,245],"waves":[206],"significantly":[208],"increased,":[209],"rating":[214],"decreased":[215],"34.73":[217],"28.60.":[219],"experiments":[221],"revealed":[222],"systolic":[225],"higher":[229],"post":[230],"than":[232],"before":[233],"commute.":[235,254],"For":[236],"waves,":[238],"shows":[241],"low":[246,250],"power":[247,251],"exceeded":[248],"alpha":[249],"after":[252],"Having":[255],"fusion":[257],"several":[259],"modified":[260],"decision":[261],"trees":[262],"within":[263],"forest":[266,283],"helped":[267],"increase":[268],"performance":[270],"developed":[273],"remarkably.":[275],"Significant":[276],"promising":[277],"achieved":[280],"an":[285,300],"accuracy":[286,301],"91%,":[288],"neighbor,":[291],"Bayes":[297],"performed":[298],"80%,":[303,304],"73%,":[306],"respectively.":[307]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}