{"id":"https://openalex.org/W4292862227","doi":"https://doi.org/10.1109/memea54994.2022.9856521","title":"Feasibility of Tree-based Machine Learning algorithms fed with surface electromyographic features to discriminate risk classes according to NIOSH","display_name":"Feasibility of Tree-based Machine Learning algorithms fed with surface electromyographic features to discriminate risk classes according to NIOSH","publication_year":2022,"publication_date":"2022-06-22","ids":{"openalex":"https://openalex.org/W4292862227","doi":"https://doi.org/10.1109/memea54994.2022.9856521"},"language":"en","primary_location":{"id":"doi:10.1109/memea54994.2022.9856521","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea54994.2022.9856521","pdf_url":null,"source":{"id":"https://openalex.org/S4363605601","display_name":"2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5044617873","display_name":"Leandro Donisi","orcid":"https://orcid.org/0000-0002-9746-2265"},"institutions":[{"id":"https://openalex.org/I4210117450","display_name":"Federico II University Hospital","ror":"https://ror.org/02jr6tp70","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210117450","https://openalex.org/I71267560"]},{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Leandro Donisi","raw_affiliation_strings":["University of Naples Federico II,dept. of DICMaPI,Naples,Italy","dept. of DICMaPI, University of Naples Federico II, Naples, Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples Federico II,dept. of DICMaPI,Naples,Italy","institution_ids":["https://openalex.org/I71267560","https://openalex.org/I4210117450"]},{"raw_affiliation_string":"dept. of DICMaPI, University of Naples Federico II, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006703441","display_name":"E Capodaglio","orcid":"https://orcid.org/0000-0002-0391-839X"},"institutions":[{"id":"https://openalex.org/I4210091499","display_name":"Istituti Clinici Scientifici Maugeri","ror":"https://ror.org/00mc77d93","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210091499","https://openalex.org/I4210105320","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210105320","display_name":"Fondazione Salvatore Maugeri","ror":"https://ror.org/01e8tvg28","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Edda Capodaglio","raw_affiliation_strings":["ICS Maugeri,dept. of Ergonomics,Pavia,Italy","dept. of Ergonomics, ICS Maugeri, Pavia, Italy"],"affiliations":[{"raw_affiliation_string":"ICS Maugeri,dept. of Ergonomics,Pavia,Italy","institution_ids":["https://openalex.org/I4210091499","https://openalex.org/I4210105320"]},{"raw_affiliation_string":"dept. of Ergonomics, ICS Maugeri, Pavia, Italy","institution_ids":["https://openalex.org/I4210091499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063120350","display_name":"Gaetano Pagano","orcid":"https://orcid.org/0000-0002-2394-8545"},"institutions":[{"id":"https://openalex.org/I4210091499","display_name":"Istituti Clinici Scientifici Maugeri","ror":"https://ror.org/00mc77d93","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210091499","https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gaetano Pagano","raw_affiliation_strings":["ICS Maugeri,dept. of Bioengineering,Bari,Italy","dept. of Bioengineering, ICS Maugeri, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"ICS Maugeri,dept. of Bioengineering,Bari,Italy","institution_ids":["https://openalex.org/I4210091499"]},{"raw_affiliation_string":"dept. of Bioengineering, ICS Maugeri, Bari, Italy","institution_ids":["https://openalex.org/I4210091499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069142901","display_name":"Federica Amitrano","orcid":"https://orcid.org/0000-0001-6890-6165"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federica Amitrano","raw_affiliation_strings":["University of Naples Federico II,dept. of DIETI,Naples,Italy","dept. of DIETI, University of Naples Federico II, Naples, Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples Federico II,dept. of DIETI,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]},{"raw_affiliation_string":"dept. of DIETI, University of Naples Federico II, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082714564","display_name":"Mario Cesarelli","orcid":"https://orcid.org/0000-0001-9068-313X"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mario Cesarelli","raw_affiliation_strings":["University of Naples Federico II,dept. of DIETI,Naples,Italy","dept. of DIETI, University of Naples Federico II, Naples, Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples Federico II,dept. of DIETI,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]},{"raw_affiliation_string":"dept. of DIETI, University of Naples Federico II, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060048338","display_name":"Monica Panigazzi","orcid":"https://orcid.org/0000-0002-3457-3769"},"institutions":[{"id":"https://openalex.org/I4210091499","display_name":"Istituti Clinici Scientifici Maugeri","ror":"https://ror.org/00mc77d93","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210091499","https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Monica Panigazzi","raw_affiliation_strings":["ICS Maugeri,dept. of Physiatry,Montescano,Italy","dept. of Physiatry, ICS Maugeri, Montescano, Italy"],"affiliations":[{"raw_affiliation_string":"ICS Maugeri,dept. of Physiatry,Montescano,Italy","institution_ids":["https://openalex.org/I4210091499"]},{"raw_affiliation_string":"dept. of Physiatry, ICS Maugeri, Montescano, Italy","institution_ids":["https://openalex.org/I4210091499"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023390430","display_name":"Giovanni D\u2019Addio","orcid":"https://orcid.org/0000-0001-6352-3077"},"institutions":[{"id":"https://openalex.org/I4210091499","display_name":"Istituti Clinici Scientifici Maugeri","ror":"https://ror.org/00mc77d93","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210091499","https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni D'Addio","raw_affiliation_strings":["ICS Maugeri,dept. of Bioengineering,Telese Terme,Italy","dept. of Bioengineering, ICS Maugeri, Telese Terme, Italy"],"affiliations":[{"raw_affiliation_string":"ICS Maugeri,dept. of Bioengineering,Telese Terme,Italy","institution_ids":["https://openalex.org/I4210091499"]},{"raw_affiliation_string":"dept. of Bioengineering, ICS Maugeri, Telese Terme, Italy","institution_ids":["https://openalex.org/I4210091499"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5044617873"],"corresponding_institution_ids":["https://openalex.org/I4210117450","https://openalex.org/I71267560"],"apc_list":null,"apc_paid":null,"fwci":3.8472,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.9521726,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10084","display_name":"Musculoskeletal pain and rehabilitation","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology"},"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/T12006","display_name":"Ergonomics and Musculoskeletal Disorders","score":0.9749000072479248,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6238019466400146},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.6164962649345398},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5694678425788879},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5616881847381592},{"id":"https://openalex.org/keywords/biceps","display_name":"Biceps","score":0.5095880031585693},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49764612317085266},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.48507562279701233},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47307950258255005},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.442065566778183},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.2630220651626587},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21394500136375427},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09312483668327332}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6238019466400146},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.6164962649345398},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5694678425788879},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5616881847381592},{"id":"https://openalex.org/C2781425419","wikidata":"https://www.wikidata.org/wiki/Q201363","display_name":"Biceps","level":2,"score":0.5095880031585693},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49764612317085266},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.48507562279701233},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47307950258255005},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.442065566778183},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2630220651626587},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21394500136375427},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09312483668327332},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/memea54994.2022.9856521","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea54994.2022.9856521","pdf_url":null,"source":{"id":"https://openalex.org/S4363605601","display_name":"2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1508222138","https://openalex.org/W1969566186","https://openalex.org/W2008076986","https://openalex.org/W2010511043","https://openalex.org/W2024097232","https://openalex.org/W2029661098","https://openalex.org/W2033663068","https://openalex.org/W2041757785","https://openalex.org/W2045157254","https://openalex.org/W2078871608","https://openalex.org/W2080487015","https://openalex.org/W2088358273","https://openalex.org/W2092687223","https://openalex.org/W2096212303","https://openalex.org/W2125017772","https://openalex.org/W2149552744","https://openalex.org/W2313139799","https://openalex.org/W2335645555","https://openalex.org/W2769325323","https://openalex.org/W2788098456","https://openalex.org/W2810766733","https://openalex.org/W2890465160","https://openalex.org/W2899706582","https://openalex.org/W2975319707","https://openalex.org/W2979734001","https://openalex.org/W2991217393","https://openalex.org/W3006715563","https://openalex.org/W3011358627","https://openalex.org/W3011572989","https://openalex.org/W3026428279","https://openalex.org/W3040924428","https://openalex.org/W3041380179","https://openalex.org/W3041553777","https://openalex.org/W3041559373","https://openalex.org/W3047122116","https://openalex.org/W3047358391","https://openalex.org/W3064554225","https://openalex.org/W3094344871","https://openalex.org/W3121322113","https://openalex.org/W3129861863","https://openalex.org/W3151382510","https://openalex.org/W3180382565","https://openalex.org/W3186277346","https://openalex.org/W3194987773","https://openalex.org/W3206189455","https://openalex.org/W6768075798"],"related_works":["https://openalex.org/W293276664","https://openalex.org/W1970554925","https://openalex.org/W3126333532","https://openalex.org/W2412711876","https://openalex.org/W2318171354","https://openalex.org/W2121109440","https://openalex.org/W2982633272","https://openalex.org/W24542860","https://openalex.org/W4390611530","https://openalex.org/W2014818464"],"abstract_inverted_index":{"Many":[0],"work":[1,166],"activities":[2,185],"can":[3],"imply":[4],"a":[5,33,45,95,102,159,178],"biomechanical":[6,37,74],"overload.":[7],"Among":[8],"these":[9],"activities,":[10],"lifting":[11,40,81,90,127,191],"loads":[12,91],"may":[13],"determine":[14],"work-related":[15],"musculoskeletal":[16],"disorders.":[17],"In":[18,60,163],"order":[19,117],"to":[20,72,77,118,125,181,187,206],"limit":[21],"injuries,":[22],"the":[23,58,65,78,87,120,126,168,188,201],"National":[24],"Institute":[25],"for":[26,35,98,130,158],"Occupational":[27],"Safety":[28],"and":[29,53,129,139,173],"Health":[30],"(NIOSH)":[31],"proposed":[32,169],"methodology":[34,205],"assessing":[36],"risk":[38,75,184],"in":[39,116,137,153],"tasks":[41],"by":[42],"means":[43],"of":[44,57,67,106,122,133,155,171,203],"math":[46],"formula":[47],"based":[48],"on":[49,101,195],"intensity,":[50],"duration,":[51],"frequency":[52,140],"other":[54],"geometrical":[55],"characteristic":[56],"lifting.":[59],"this":[61,165,204],"work,":[62],"we":[63],"explored":[64],"feasibility":[66],"tree-based":[68],"machine":[69,174],"learning":[70,175],"algorithms":[71,176],"classify":[73,183,208],"according":[76,186],"Revised":[79,189],"NIOSH":[80],"equation.":[82,192],"Electromyography":[83],"signals":[84,113],"acquired":[85],"from":[86],"biceps":[88],"during":[89],"were":[92,114,142,151],"collected":[93],"using":[94],"wearable":[96],"sensors":[97],"surface":[99],"electromyography":[100],"study":[103,197],"population":[104,198],"composed":[105],"5":[107],"healthy":[108],"young":[109],"subjects.":[110],"The":[111],"EMG":[112],"segmented":[115],"extract":[119],"region":[121,132],"interest":[123,134],"related":[124],"actions":[128],"each":[131],"several":[135],"features":[136,172],"time":[138],"domains":[141],"extracted.":[143],"High":[144],"results":[145],"-":[146,150],"greater":[147],"than":[148],"95%":[149],"obtained":[152],"terms":[154],"evaluation":[156],"metrics":[157],"binary":[160],"risk/no-risk":[161],"classification.":[162],"conclusion,":[164],"indicates":[167],"combination":[170],"represents":[177],"valid":[179],"approach":[180],"automatically":[182,207],"NISOH":[190],"Future":[193],"investigation":[194],"enriched":[196],"could":[199],"confirm":[200],"potentiality":[202],"potential":[209],"risky":[210],"activities.":[211]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
