{"id":"https://openalex.org/W2023712107","doi":"https://doi.org/10.1518/001872099779611094","title":"Regression Models for Predicting Peak and Continuous Three-Dimensional Spinal Loads during Symmetric and Asymmetric Lifting Tasks","display_name":"Regression Models for Predicting Peak and Continuous Three-Dimensional Spinal Loads during Symmetric and Asymmetric Lifting Tasks","publication_year":1999,"publication_date":"1999-09-01","ids":{"openalex":"https://openalex.org/W2023712107","doi":"https://doi.org/10.1518/001872099779611094","mag":"2023712107","pmid":"https://pubmed.ncbi.nlm.nih.gov/10665206"},"language":"en","primary_location":{"id":"doi:10.1518/001872099779611094","is_oa":false,"landing_page_url":"https://doi.org/10.1518/001872099779611094","pdf_url":null,"source":{"id":"https://openalex.org/S83386566","display_name":"Human Factors The Journal of the Human Factors and Ergonomics Society","issn_l":"0018-7208","issn":["0018-7208","1547-8181"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Human Factors: The Journal of the Human Factors and Ergonomics Society","raw_type":"journal-article"},"type":"article","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/A5085147016","display_name":"Fadi A. Fathallah","orcid":null},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Fadi A. Fathallah","raw_affiliation_strings":["University of California, Davis, California","University of California - Davis, 95616, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Davis, California","institution_ids":["https://openalex.org/I84218800"]},{"raw_affiliation_string":"University of California - Davis, 95616, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110349329","display_name":"William S. Marras","orcid":null},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William S. Marras","raw_affiliation_strings":["Ohio State University, Columbus, Ohio"],"affiliations":[{"raw_affiliation_string":"Ohio State University, Columbus, Ohio","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077771118","display_name":"Mohamad Parnianpour","orcid":"https://orcid.org/0000-0001-6038-0090"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohamad Parnianpour","raw_affiliation_strings":["Ohio State University, Columbus, Ohio"],"affiliations":[{"raw_affiliation_string":"Ohio State University, Columbus, Ohio","institution_ids":["https://openalex.org/I52357470"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5085147016"],"corresponding_institution_ids":["https://openalex.org/I84218800"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.096686,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"41","issue":"3","first_page":"373","last_page":"388"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10084","display_name":"Musculoskeletal pain and rehabilitation","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10084","display_name":"Musculoskeletal pain and rehabilitation","score":0.9995999932289124,"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":0.9983000159263611,"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"}},{"id":"https://openalex.org/T12269","display_name":"Effects of Vibration on Health","score":0.9890999794006348,"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/regression-analysis","display_name":"Regression analysis","score":0.5607262849807739},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.5009348392486572},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.46364322304725647},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.44434720277786255},{"id":"https://openalex.org/keywords/biomechanics","display_name":"Biomechanics","score":0.43292033672332764},{"id":"https://openalex.org/keywords/human-factors-and-ergonomics","display_name":"Human factors and ergonomics","score":0.41548746824264526},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39024049043655396},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3664858937263489},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3458736538887024},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3236294984817505},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2813568413257599},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22450873255729675},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.14118331670761108}],"concepts":[{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.5607262849807739},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.5009348392486572},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.46364322304725647},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.44434720277786255},{"id":"https://openalex.org/C170700871","wikidata":"https://www.wikidata.org/wiki/Q193378","display_name":"Biomechanics","level":2,"score":0.43292033672332764},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.41548746824264526},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39024049043655396},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3664858937263489},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3458736538887024},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3236294984817505},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2813568413257599},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22450873255729675},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.14118331670761108},{"id":"https://openalex.org/C42407357","wikidata":"https://www.wikidata.org/wiki/Q521","display_name":"Physiology","level":1,"score":0.0}],"mesh":[{"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":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001827","descriptor_name":"Body Height","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001827","descriptor_name":"Body Height","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001827","descriptor_name":"Body Height","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","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":"D007700","descriptor_name":"Kinetics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007700","descriptor_name":"Kinetics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007700","descriptor_name":"Kinetics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","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":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D016474","descriptor_name":"Weight-Bearing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016474","descriptor_name":"Weight-Bearing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016474","descriptor_name":"Weight-Bearing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017132","descriptor_name":"Workplace","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017132","descriptor_name":"Workplace","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017132","descriptor_name":"Workplace","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017770","descriptor_name":"Lifting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017770","descriptor_name":"Lifting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017770","descriptor_name":"Lifting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019567","descriptor_name":"Back Injuries","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D019567","descriptor_name":"Back Injuries","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D019567","descriptor_name":"Back Injuries","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1518/001872099779611094","is_oa":false,"landing_page_url":"https://doi.org/10.1518/001872099779611094","pdf_url":null,"source":{"id":"https://openalex.org/S83386566","display_name":"Human Factors The Journal of the Human Factors and Ergonomics Society","issn_l":"0018-7208","issn":["0018-7208","1547-8181"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Human Factors: The Journal of the Human Factors and Ergonomics Society","raw_type":"journal-article"},{"id":"pmid:10665206","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/10665206","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":"Human factors","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1484864026","https://openalex.org/W1528145630","https://openalex.org/W1584960683","https://openalex.org/W1964231396","https://openalex.org/W1971110224","https://openalex.org/W1972036825","https://openalex.org/W1977396950","https://openalex.org/W1977412833","https://openalex.org/W1988523523","https://openalex.org/W2041452708","https://openalex.org/W2044651243","https://openalex.org/W2048269532","https://openalex.org/W2056804145","https://openalex.org/W2066665122","https://openalex.org/W2071406392","https://openalex.org/W2074098564","https://openalex.org/W2078871608","https://openalex.org/W2085838572","https://openalex.org/W2125626901","https://openalex.org/W2147746381","https://openalex.org/W2286664622","https://openalex.org/W2313578596","https://openalex.org/W2330735304","https://openalex.org/W2334478636","https://openalex.org/W2607200126","https://openalex.org/W2913355077","https://openalex.org/W4252808976","https://openalex.org/W4400123773"],"related_works":["https://openalex.org/W2260842574","https://openalex.org/W2257529021","https://openalex.org/W2042541897","https://openalex.org/W31220157","https://openalex.org/W2312753042","https://openalex.org/W4289356671","https://openalex.org/W2389155397","https://openalex.org/W2165884543","https://openalex.org/W3186837933","https://openalex.org/W2244508426"],"abstract_inverted_index":{"Most":[0],"biomechanical":[1],"assessments":[2],"of":[3,26,34,46,72,79,143,159,185,192,218,244],"spinal":[4,14,39,56,128],"loading":[5,40,129,148],"during":[6,130],"industrial":[7],"work":[8],"have":[9],"focused":[10],"on":[11,196],"estimating":[12],"peak":[13,126],"compressive":[15],"forces":[16,174],"under":[17,199],"static":[18],"and":[19,50,74,88,102,108,116,132,176,202,216,226,255],"sagittally":[20],"symmetric":[21,73,131,201],"conditions.":[22],"The":[23,53,122,187],"main":[24],"objective":[25],"this":[27,238,245],"study":[28,54,188],"was":[29,149],"to":[30,224,230],"explore":[31],"the":[32,153,157,164,190,197,207,219],"potential":[33,242],"feasibly":[35],"predicting":[36,193],"three-dimensional":[37],"(3D)":[38],"in":[41,237,250],"industry":[42],"from":[43,64],"various":[44],"combinations":[45],"trunk":[47,89,114],"kinematics,":[48],"kinetics,":[49],"subject-load":[51],"characteristics.":[52],"used":[55],"loading,":[57],"predicted":[58,136,150],"by":[59],"a":[60,70],"validated":[61],"electromyography-assisted":[62],"model,":[63],"11":[65],"male":[66],"participants":[67],"who":[68],"performed":[69],"series":[71],"asymmetric":[75,133,203],"lifts.":[76],"Three":[77],"classes":[78],"models":[80,84,98,110,161,166,220],"were":[81,135,178],"developed:":[82],"(a)":[83],"using":[85,99,139,152,181],"workplace,":[86,100,112],"subject,":[87,101,113],"motion":[90],"parameters":[91],"as":[92],"independent":[93],"variables":[94,105,119],"(kinematic":[95],"models);":[96,107],"(b)":[97],"measured":[103,117],"moments":[104,118],"(kinetic":[106],"(c)":[109],"incorporating":[111],"motion,":[115],"(combined":[120],"models).":[121],"results":[123],"showed":[124],"that":[125],"3D":[127,147,194],"lifting":[134,204,231],"equally":[137],"well":[138],"all":[140,182],"three":[141,183],"types":[142,184],"regression":[144],"models.":[145,155,186],"Continuous":[146],"best":[151],"combined":[154],"When":[156],"use":[158],"such":[160],"is":[162],"infeasible,":[163],"kinematic":[165],"can":[167],"provide":[168],"adequate":[169],"predictions.":[170],"Finally,":[171],"lateral":[172],"shear":[173],"(peak":[175],"continuous)":[177],"consistently":[179],"underestimated":[180],"demonstrated":[189],"feasibility":[191],"loads":[195],"spine":[198],"specific":[200],"tasks":[205],"without":[206],"need":[208],"for":[209],"collecting":[210],"EMG":[211],"information.":[212],"However,":[213],"further":[214],"validation":[215],"development":[217],"should":[221],"be":[222],"conducted":[223],"assess":[225],"extend":[227],"their":[228],"applicability":[229],"conditions":[232],"other":[233],"than":[234],"those":[235],"presented":[236],"study.":[239],"Actual":[240],"or":[241],"applications":[243],"research":[246],"include":[247],"exposure":[248],"assessment":[249],"epidemiological":[251],"studies,":[252],"ergonomic":[253],"intervention,":[254],"laboratory":[256],"task":[257],"assessment.":[258]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
