{"id":"https://openalex.org/W4315628367","doi":"https://doi.org/10.3390/s23020832","title":"Can Data-Driven Supervised Machine Learning Approaches Applied to Infrared Thermal Imaging Data Estimate Muscular Activity and Fatigue?","display_name":"Can Data-Driven Supervised Machine Learning Approaches Applied to Infrared Thermal Imaging Data Estimate Muscular Activity and Fatigue?","publication_year":2023,"publication_date":"2023-01-11","ids":{"openalex":"https://openalex.org/W4315628367","doi":"https://doi.org/10.3390/s23020832","pmid":"https://pubmed.ncbi.nlm.nih.gov/36679631"},"language":"en","primary_location":{"id":"doi:10.3390/s23020832","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23020832","pdf_url":null,"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://doi.org/10.3390/s23020832","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078034334","display_name":"David Perpetuini","orcid":"https://orcid.org/0000-0003-1903-0501"},"institutions":[{"id":"https://openalex.org/I39387349","display_name":"University of Chieti-Pescara","ror":"https://ror.org/00qjgza05","country_code":"IT","type":"education","lineage":["https://openalex.org/I39387349"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"David Perpetuini","raw_affiliation_strings":["Department of Neurosciences, Imaging and Clinical Sciences, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 66100 Chieti, Italy","Department of Neurosciences, Imaging and Clinical Sciences, University \"G. d'Annunzio\" of Chieti-Pescara, 66100 Chieti, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1903-0501","affiliations":[{"raw_affiliation_string":"Department of Neurosciences, Imaging and Clinical Sciences, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 66100 Chieti, Italy","institution_ids":["https://openalex.org/I39387349"]},{"raw_affiliation_string":"Department of Neurosciences, Imaging and Clinical Sciences, University \"G. d'Annunzio\" of Chieti-Pescara, 66100 Chieti, Italy","institution_ids":["https://openalex.org/I39387349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076357277","display_name":"Damiano Formenti","orcid":null},"institutions":[{"id":"https://openalex.org/I115752224","display_name":"University of Insubria","ror":"https://ror.org/00s409261","country_code":"IT","type":"education","lineage":["https://openalex.org/I115752224"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Damiano Formenti","raw_affiliation_strings":["Department of Biotechnology and Life Sciences (DBSV), University of Insubria, Via Dunant, 3, 21100 Varese, Italy"],"raw_orcid":"https://orcid.org/0000-0002-2941-937X","affiliations":[{"raw_affiliation_string":"Department of Biotechnology and Life Sciences (DBSV), University of Insubria, Via Dunant, 3, 21100 Varese, Italy","institution_ids":["https://openalex.org/I115752224"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079071550","display_name":"Daniela Cardone","orcid":"https://orcid.org/0000-0002-1506-1995"},"institutions":[{"id":"https://openalex.org/I39387349","display_name":"University of Chieti-Pescara","ror":"https://ror.org/00qjgza05","country_code":"IT","type":"education","lineage":["https://openalex.org/I39387349"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniela Cardone","raw_affiliation_strings":["Department of Engineering and Geology, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 65127 Pescara, Italy","Department of Engineering and Geology, University \"G. d'Annunzio\" of Chieti-Pescara, 65127 Pescara, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1506-1995","affiliations":[{"raw_affiliation_string":"Department of Engineering and Geology, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 65127 Pescara, Italy","institution_ids":["https://openalex.org/I39387349"]},{"raw_affiliation_string":"Department of Engineering and Geology, University \"G. d'Annunzio\" of Chieti-Pescara, 65127 Pescara, Italy","institution_ids":["https://openalex.org/I39387349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051251042","display_name":"Athos Trecroci","orcid":null},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Athos Trecroci","raw_affiliation_strings":["Department of Biomedical Sciences for Health, University of Milan, 20129 Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0002-6080-5260","affiliations":[{"raw_affiliation_string":"Department of Biomedical Sciences for Health, University of Milan, 20129 Milan, Italy","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080713233","display_name":"Alessio Rossi","orcid":"https://orcid.org/0000-0002-6400-5914"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessio Rossi","raw_affiliation_strings":["Department of Computer Science, University of Pisa, 56127 Pisa, Italy"],"raw_orcid":"https://orcid.org/0000-0002-6400-5914","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Pisa, 56127 Pisa, Italy","institution_ids":["https://openalex.org/I108290504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056391482","display_name":"Andrea Di Credico","orcid":"https://orcid.org/0000-0002-8388-9305"},"institutions":[{"id":"https://openalex.org/I39387349","display_name":"University of Chieti-Pescara","ror":"https://ror.org/00qjgza05","country_code":"IT","type":"education","lineage":["https://openalex.org/I39387349"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Di Credico","raw_affiliation_strings":["Department of Medicine and Aging Sciences, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 66100 Chieti, Italy","Department of Medicine and Aging Sciences, University \"G. d'Annunzio\" of Chieti-Pescara, 66100 Chieti, Italy"],"raw_orcid":"https://orcid.org/0000-0002-8388-9305","affiliations":[{"raw_affiliation_string":"Department of Medicine and Aging Sciences, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 66100 Chieti, Italy","institution_ids":["https://openalex.org/I39387349"]},{"raw_affiliation_string":"Department of Medicine and Aging Sciences, University \"G. d'Annunzio\" of Chieti-Pescara, 66100 Chieti, Italy","institution_ids":["https://openalex.org/I39387349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017888592","display_name":"Giampiero Merati","orcid":"https://orcid.org/0000-0002-1389-7596"},"institutions":[{"id":"https://openalex.org/I115752224","display_name":"University of Insubria","ror":"https://ror.org/00s409261","country_code":"IT","type":"education","lineage":["https://openalex.org/I115752224"]},{"id":"https://openalex.org/I4210116940","display_name":"Don Carlo Gnocchi Foundation","ror":"https://ror.org/02e3ssq97","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210116940"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giampiero Merati","raw_affiliation_strings":["Department of Biotechnology and Life Sciences (DBSV), University of Insubria, Via Dunant, 3, 21100 Varese, Italy","IRCCS Fondazione Don Carlo Gnocchi, 20148 Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1389-7596","affiliations":[{"raw_affiliation_string":"Department of Biotechnology and Life Sciences (DBSV), University of Insubria, Via Dunant, 3, 21100 Varese, Italy","institution_ids":["https://openalex.org/I115752224"]},{"raw_affiliation_string":"IRCCS Fondazione Don Carlo Gnocchi, 20148 Milano, Italy","institution_ids":["https://openalex.org/I4210116940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055346482","display_name":"G. Alberti","orcid":"https://orcid.org/0000-0002-5464-9644"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giampietro Alberti","raw_affiliation_strings":["University of Milan, 20122 Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Milan, 20122 Milan, Italy","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024549050","display_name":"Angela Di Baldassarre","orcid":"https://orcid.org/0000-0002-4473-4909"},"institutions":[{"id":"https://openalex.org/I39387349","display_name":"University of Chieti-Pescara","ror":"https://ror.org/00qjgza05","country_code":"IT","type":"education","lineage":["https://openalex.org/I39387349"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angela Di Baldassarre","raw_affiliation_strings":["Department of Medicine and Aging Sciences, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 66100 Chieti, Italy","Department of Medicine and Aging Sciences, University \"G. d'Annunzio\" of Chieti-Pescara, 66100 Chieti, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4473-4909","affiliations":[{"raw_affiliation_string":"Department of Medicine and Aging Sciences, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 66100 Chieti, Italy","institution_ids":["https://openalex.org/I39387349"]},{"raw_affiliation_string":"Department of Medicine and Aging Sciences, University \"G. d'Annunzio\" of Chieti-Pescara, 66100 Chieti, Italy","institution_ids":["https://openalex.org/I39387349"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048870996","display_name":"Arcangelo Merla","orcid":"https://orcid.org/0000-0003-1111-6255"},"institutions":[{"id":"https://openalex.org/I39387349","display_name":"University of Chieti-Pescara","ror":"https://ror.org/00qjgza05","country_code":"IT","type":"education","lineage":["https://openalex.org/I39387349"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Arcangelo Merla","raw_affiliation_strings":["Department of Engineering and Geology, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 65127 Pescara, Italy","Department of Engineering and Geology, University \"G. d'Annunzio\" of Chieti-Pescara, 65127 Pescara, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering and Geology, University \u201cG. d\u2019Annunzio\u201d of Chieti-Pescara, 65127 Pescara, Italy","institution_ids":["https://openalex.org/I39387349"]},{"raw_affiliation_string":"Department of Engineering and Geology, University \"G. d'Annunzio\" of Chieti-Pescara, 65127 Pescara, Italy","institution_ids":["https://openalex.org/I39387349"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5078034334"],"corresponding_institution_ids":["https://openalex.org/I39387349"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":3.6423,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.93008061,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"23","issue":"2","first_page":"832","last_page":"832"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12994","display_name":"Infrared Thermography in Medicine","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T12994","display_name":"Infrared Thermography in Medicine","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T11109","display_name":"Thermoregulation and physiological responses","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T10157","display_name":"Sports Performance and Training","score":0.9754999876022339,"subfield":{"id":"https://openalex.org/subfields/2732","display_name":"Orthopedics and Sports Medicine"},"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/electromyography","display_name":"Electromyography","score":0.7666711807250977},{"id":"https://openalex.org/keywords/muscle-fatigue","display_name":"Muscle fatigue","score":0.6295510530471802},{"id":"https://openalex.org/keywords/capacitive-sensing","display_name":"Capacitive sensing","score":0.549787700176239},{"id":"https://openalex.org/keywords/biomedical-engineering","display_name":"Biomedical engineering","score":0.5277507901191711},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4619349241256714},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.43944475054740906},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37790247797966003},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.37198084592819214},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.33004194498062134},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3219771385192871},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2819526791572571}],"concepts":[{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.7666711807250977},{"id":"https://openalex.org/C2776874296","wikidata":"https://www.wikidata.org/wiki/Q6940317","display_name":"Muscle fatigue","level":3,"score":0.6295510530471802},{"id":"https://openalex.org/C206755178","wikidata":"https://www.wikidata.org/wiki/Q1131271","display_name":"Capacitive sensing","level":2,"score":0.549787700176239},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.5277507901191711},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4619349241256714},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.43944475054740906},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37790247797966003},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.37198084592819214},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.33004194498062134},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3219771385192871},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2819526791572571},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005221","descriptor_name":"Fatigue","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005221","descriptor_name":"Fatigue","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005221","descriptor_name":"Fatigue","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":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D018763","descriptor_name":"Muscle Fatigue","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D018763","descriptor_name":"Muscle Fatigue","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D018763","descriptor_name":"Muscle Fatigue","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D052097","descriptor_name":"Quadriceps Muscle","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D052097","descriptor_name":"Quadriceps Muscle","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D052097","descriptor_name":"Quadriceps Muscle","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true}],"locations_count":7,"locations":[{"id":"doi:10.3390/s23020832","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23020832","pdf_url":null,"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:36679631","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36679631","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:irinsubria.uninsubria.it:11383/2144914","is_oa":true,"landing_page_url":"https://www.mdpi.com/1424-8220/23/2/832","pdf_url":"https://www.mdpi.com/1424-8220/23/2/832/pdf?version=1673485467","source":{"id":"https://openalex.org/S4377196351","display_name":"IrInSubria (University of Insubria)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I115752224","host_organization_name":"University of Insubria","host_organization_lineage":["https://openalex.org/I115752224"],"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":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9863897","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9863897","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9863897/pdf/sensors-23-00832.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:air.unimi.it:2434/1129235","is_oa":true,"landing_page_url":"https://hdl.handle.net/2434/1129235","pdf_url":null,"source":{"id":"https://openalex.org/S4306400516","display_name":"Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189158943","host_organization_name":"University of Milan","host_organization_lineage":["https://openalex.org/I189158943"],"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":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:745b2072f3054891a26030cb6e338a91","is_oa":true,"landing_page_url":"https://doaj.org/article/745b2072f3054891a26030cb6e338a91","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 2, p 832 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/2/832/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23020832","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 2; Pages: 832","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23020832","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23020832","pdf_url":null,"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":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320313475","display_name":"Universit\u00e0 degli Studi di Milano","ror":"https://ror.org/00wjc7c48"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W1517531078","https://openalex.org/W1862394037","https://openalex.org/W1964335236","https://openalex.org/W1964793210","https://openalex.org/W1981976602","https://openalex.org/W1996110717","https://openalex.org/W1998935311","https://openalex.org/W1999803854","https://openalex.org/W2005309282","https://openalex.org/W2035851289","https://openalex.org/W2039948765","https://openalex.org/W2045080207","https://openalex.org/W2055063605","https://openalex.org/W2060841640","https://openalex.org/W2064159884","https://openalex.org/W2086817009","https://openalex.org/W2092441310","https://openalex.org/W2101988387","https://openalex.org/W2104905662","https://openalex.org/W2106822551","https://openalex.org/W2127919322","https://openalex.org/W2134408600","https://openalex.org/W2137157130","https://openalex.org/W2155806188","https://openalex.org/W2156290302","https://openalex.org/W2156914236","https://openalex.org/W2255423574","https://openalex.org/W2409983459","https://openalex.org/W2489553151","https://openalex.org/W2512824990","https://openalex.org/W2518467880","https://openalex.org/W2520509592","https://openalex.org/W2554583773","https://openalex.org/W2561049162","https://openalex.org/W2738682916","https://openalex.org/W2766597719","https://openalex.org/W2804446681","https://openalex.org/W2883528079","https://openalex.org/W2886301707","https://openalex.org/W2895694440","https://openalex.org/W2906865128","https://openalex.org/W2936194951","https://openalex.org/W2949044188","https://openalex.org/W2977162323","https://openalex.org/W2997047091","https://openalex.org/W3014414552","https://openalex.org/W3023211159","https://openalex.org/W3023805925","https://openalex.org/W3024353932","https://openalex.org/W3034161347","https://openalex.org/W3038100608","https://openalex.org/W3087253299","https://openalex.org/W3107372091","https://openalex.org/W3111976475","https://openalex.org/W3121676285","https://openalex.org/W3125295053","https://openalex.org/W3164831034","https://openalex.org/W3173430868","https://openalex.org/W3175292045","https://openalex.org/W3185976047","https://openalex.org/W3206287259","https://openalex.org/W4213165509","https://openalex.org/W4221000964","https://openalex.org/W4280548123","https://openalex.org/W4291825006","https://openalex.org/W4301516520","https://openalex.org/W4309462634","https://openalex.org/W6679051442","https://openalex.org/W6680748248","https://openalex.org/W7066832219"],"related_works":["https://openalex.org/W2534579942","https://openalex.org/W2170492757","https://openalex.org/W2470063585","https://openalex.org/W1892004929","https://openalex.org/W2553149056","https://openalex.org/W2013199111","https://openalex.org/W1790732178","https://openalex.org/W2363387134","https://openalex.org/W2486143720","https://openalex.org/W4294218678"],"abstract_inverted_index":{"Surface":[0],"electromyography":[1],"(sEMG)":[2],"is":[3,19,91],"the":[4,7,10,113,134,138,207],"acquisition,":[5],"from":[6],"skin,":[8],"of":[9,69,100,109,137,143,184,209,215],"electrical":[11],"signal":[12],"produced":[13],"by":[14,78,106],"muscle":[15,202],"activation.":[16],"Usually,":[17],"sEMG":[18,123],"measured":[20,121],"through":[21,80,122,148],"electrodes":[22,33],"with":[23],"electrolytic":[24],"gel,":[25],"which":[26],"often":[27,52],"causes":[28],"skin":[29,199],"irritation.":[30],"Capacitive":[31],"contactless":[32,42,63,210],"have":[34],"been":[35],"developed":[36],"to":[37,48,65,153,212],"overcome":[38],"this":[39,59],"limitation.":[40],"However,":[41],"EMG":[43,128,178],"devices":[44],"are":[45,76,189],"still":[46],"sensitive":[47],"motion":[49],"artifacts":[50],"and":[51,72,85,117,124,133,168,179,188,201,204,221,226],"not":[53,190],"comfortable":[54,222],"for":[55,166,175],"long":[56],"monitoring.":[57],"In":[58],"study,":[60],"a":[61,185,195,219],"non-invasive":[62,220],"method":[64],"estimate":[66],"parameters":[67],"indicative":[68],"muscular":[70,216],"activity":[71,116,203,217],"fatigue,":[73,205],"as":[74],"they":[75],"assessed":[77],"EMG,":[79],"infrared":[81],"thermal":[82],"imaging":[83],"(IRI)":[84],"cross-validated":[86],"machine":[87],"learning":[88],"(ML)":[89],"approaches":[90,151],"described.":[92],"Particularly,":[93],"10":[94],"healthy":[95],"participants":[96],"underwent":[97],"five":[98],"series":[99,145],"bodyweight":[101],"squats":[102],"until":[103],"exhaustion":[104],"interspersed":[105],"1":[107],"min":[108],"rest.":[110],"During":[111],"exercising,":[112],"vastus":[114],"medialis":[115],"its":[118],"temperature":[119,200],"were":[120,146],"IRI,":[125],"respectively.":[126],"The":[127],"average":[129],"rectified":[130],"value":[131],"(ARV)":[132],"median":[135],"frequency":[136],"power":[139],"spectral":[140],"density":[141],"(MDF)":[142],"each":[144],"estimated":[147],"several":[149],"ML":[150],"applied":[152],"IRI":[154,180],"features,":[155],"obtaining":[156],"good":[157],"estimation":[158],"performances":[159],"(r":[160],"=":[161,170],"0.886,":[162],"p":[163,172],"<":[164,173],"0.001":[165,174],"ARV,":[167],"r":[169],"0.661,":[171],"MDF).":[176],"Although":[177],"measure":[181],"physiological":[182],"processes":[183],"different":[186],"nature":[187],"interchangeable,":[191],"these":[192],"results":[193],"suggest":[194],"potential":[196],"link":[197],"between":[198],"fostering":[206],"employment":[208],"methods":[211],"deliver":[213],"metrics":[214],"in":[218,224],"manner":[223],"sports":[225],"clinical":[227],"applications.":[228]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
