{"id":"https://openalex.org/W4414272294","doi":"https://doi.org/10.1109/ichms65439.2025.11154160","title":"Multimodal Injury Risk Prediction in Tennis","display_name":"Multimodal Injury Risk Prediction in Tennis","publication_year":2025,"publication_date":"2025-05-26","ids":{"openalex":"https://openalex.org/W4414272294","doi":"https://doi.org/10.1109/ichms65439.2025.11154160"},"language":"en","primary_location":{"id":"doi:10.1109/ichms65439.2025.11154160","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ichms65439.2025.11154160","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 5th International Conference on Human-Machine Systems (ICHMS)","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/A5086917184","display_name":"Francisco \u00c1lvarez","orcid":"https://orcid.org/0000-0003-0472-5255"},"institutions":[{"id":"https://openalex.org/I141450709","display_name":"Monmouth University","ror":"https://ror.org/01d6qxv05","country_code":"US","type":"education","lineage":["https://openalex.org/I141450709"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Francisco Erramuspe Alvarez","raw_affiliation_strings":["Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA"],"affiliations":[{"raw_affiliation_string":"Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA","institution_ids":["https://openalex.org/I141450709"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119647516","display_name":"Shobharani Polasa","orcid":null},"institutions":[{"id":"https://openalex.org/I141450709","display_name":"Monmouth University","ror":"https://ror.org/01d6qxv05","country_code":"US","type":"education","lineage":["https://openalex.org/I141450709"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shobharani Polasa","raw_affiliation_strings":["Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA"],"affiliations":[{"raw_affiliation_string":"Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA","institution_ids":["https://openalex.org/I141450709"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089767901","display_name":"Weihao Qu","orcid":"https://orcid.org/0000-0003-1027-6556"},"institutions":[{"id":"https://openalex.org/I141450709","display_name":"Monmouth University","ror":"https://ror.org/01d6qxv05","country_code":"US","type":"education","lineage":["https://openalex.org/I141450709"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Weihao Qu","raw_affiliation_strings":["Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA"],"affiliations":[{"raw_affiliation_string":"Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA","institution_ids":["https://openalex.org/I141450709"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042948777","display_name":"Jay Wang","orcid":"https://orcid.org/0000-0002-5213-8584"},"institutions":[{"id":"https://openalex.org/I141450709","display_name":"Monmouth University","ror":"https://ror.org/01d6qxv05","country_code":"US","type":"education","lineage":["https://openalex.org/I141450709"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jay Wang","raw_affiliation_strings":["Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA"],"affiliations":[{"raw_affiliation_string":"Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA","institution_ids":["https://openalex.org/I141450709"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087959608","display_name":"Ling Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I141450709","display_name":"Monmouth University","ror":"https://ror.org/01d6qxv05","country_code":"US","type":"education","lineage":["https://openalex.org/I141450709"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ling Zheng","raw_affiliation_strings":["Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA"],"affiliations":[{"raw_affiliation_string":"Monmouth University,Department of Computer Science and Software Engineering,West Long Branch,USA","institution_ids":["https://openalex.org/I141450709"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5086917184"],"corresponding_institution_ids":["https://openalex.org/I141450709"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31925028,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"28","last_page":"34"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11246","display_name":"Sports injuries and prevention","score":0.9319999814033508,"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"}},"topics":[{"id":"https://openalex.org/T11246","display_name":"Sports injuries and prevention","score":0.9319999814033508,"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/wearable-computer","display_name":"Wearable computer","score":0.5421000123023987},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.3626999855041504},{"id":"https://openalex.org/keywords/athletes","display_name":"Athletes","score":0.35249999165534973},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.33629998564720154},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.31839999556541443},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.3075999915599823},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.30469998717308044}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5421000123023987},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37049999833106995},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.3626999855041504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3578999936580658},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3544999957084656},{"id":"https://openalex.org/C2781054738","wikidata":"https://www.wikidata.org/wiki/Q4813730","display_name":"Athletes","level":2,"score":0.35249999165534973},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.33629998564720154},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.31839999556541443},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.3075999915599823},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.30660000443458557},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.30469998717308044},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.30329999327659607},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.3005000054836273},{"id":"https://openalex.org/C48007421","wikidata":"https://www.wikidata.org/wiki/Q676252","display_name":"Motion capture","level":3,"score":0.296099990606308},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.2924000024795532},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.2903999984264374},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28929999470710754},{"id":"https://openalex.org/C190385971","wikidata":"https://www.wikidata.org/wiki/Q373494","display_name":"Injury prevention","level":3,"score":0.2653000056743622},{"id":"https://openalex.org/C2778444522","wikidata":"https://www.wikidata.org/wiki/Q1081491","display_name":"Football","level":2,"score":0.251800000667572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ichms65439.2025.11154160","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ichms65439.2025.11154160","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 5th International Conference on Human-Machine Systems (ICHMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2121126110","https://openalex.org/W2375740483","https://openalex.org/W2513159813","https://openalex.org/W2543646273","https://openalex.org/W2546819379","https://openalex.org/W2739035915","https://openalex.org/W2990974905","https://openalex.org/W3081735083","https://openalex.org/W3119857264","https://openalex.org/W3128759346","https://openalex.org/W4220678881","https://openalex.org/W4282931472","https://openalex.org/W4296096186","https://openalex.org/W4385837380","https://openalex.org/W4390067051","https://openalex.org/W4400037605"],"related_works":[],"abstract_inverted_index":{"Machine":[0],"learning":[1,104,107],"has":[2],"had":[3],"a":[4,82,177],"significant":[5],"positive":[6],"impact":[7],"on":[8,23],"the":[9,154,181,197],"prediction":[10],"of":[11,113,151,175,180,189],"athlete":[12],"performance":[13,94,222],"and":[14,26,38,63,95,105,125,140,161,228],"injury":[15,96,157,229],"risk.":[16,230],"Most":[17],"works":[18],"in":[19,72,98,223],"this":[20,45,78],"field":[21],"rely":[22],"subjective":[24,61],"observations":[25,62],"expert":[27,64],"assessments,":[28,139],"which":[29],"restrict":[30],"their":[31],"effectiveness.":[32],"In":[33,77],"sports":[34],"like":[35],"soccer,":[36],"basketball,":[37],"wrestling,":[39],"some":[40],"studies":[41],"attempt":[42],"to":[43,66,91,247],"address":[44],"challenge":[46],"by":[47,169],"integrating":[48,165],"data":[49,114,129,211],"from":[50,56,116,130,143,212,244],"alternative":[51],"sources,":[52],"such":[53,195],"as":[54,196],"readings":[55],"wearable":[57,131],"devices,":[58,132],"alongside":[59],"traditional":[60],"assessments":[65],"enhance":[67],"accuracy.":[68],"However,":[69],"similar":[70],"research":[71],"tennis":[73,99,119,152,182,215,239],"remains":[74],"largely":[75],"unexplored.":[76],"paper,":[79],"we":[80],"propose":[81],"multimodal":[83],"Predictive":[84],"Athlete":[85],"Readiness":[86],"framework":[87,233],"for":[88,237],"Tennis":[89],"(PART)":[90],"assess":[92],"both":[93,225],"risk":[97,194],"players.":[100],"By":[101,164],"leveraging":[102],"machine":[103],"deep":[106],"techniques,":[108],"PART":[109,147,219],"processes":[110],"multiple":[111],"sources":[112],"collected":[115],"nine":[117,213],"collegiate":[118,214],"players,":[120,216,240],"including":[121],"physiological":[122],"metrics,":[123],"training":[124],"match":[126,144],"data,":[127],"sleep":[128],"self-reported":[133],"information":[134],"via":[135],"daily":[136],"questionnaires,":[137],"jump":[138],"motion":[141],"analysis":[142],"play":[145],"videos.":[146],"captures":[148],"four":[149,167],"characteristics":[150,168],"players:":[153],"overall":[155,226],"wellness,":[156],"risk,":[158],"physical":[159],"capability,":[160],"playing":[162,249],"style.":[163],"these":[166],"supervised":[170],"learning,":[171],"it":[172],"is":[173],"capable":[174],"providing":[176],"holistic":[178],"assessment":[179],"athlete's":[183],"condition,":[184],"along":[185],"with":[186,210],"advanced":[187],"forecasts":[188],"specific":[190],"body":[191,199,204],"areas":[192],"at":[193],"upper":[198],"(e.g.,":[200,205],"elbows)":[201],"or":[202],"lower":[203],"knees).":[206],"Our":[207],"evaluation,":[208],"conducted":[209],"shows":[217,235],"that":[218],"achieves":[220],"strong":[221],"predicting":[224],"wellness":[227],"Additionally,":[231],"our":[232],"also":[234],"promise":[236],"recreational":[238],"who":[241],"often":[242],"suffer":[243],"injuries":[245],"due":[246],"incorrect":[248],"techniques.":[250]},"counts_by_year":[],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}