{"id":"https://openalex.org/W7220861869","doi":"https://doi.org/10.3389/fpubh.2026.1966293","title":"Building smarter surveillance: a framework for artificial intelligence-enabled monitoring of overuse injuries in youth sports","display_name":"Building smarter surveillance: a framework for artificial intelligence-enabled monitoring of overuse injuries in youth sports","publication_year":2026,"publication_date":"2026-10-07","ids":{"openalex":"https://openalex.org/W7220861869","doi":"https://doi.org/10.3389/fpubh.2026.1966293","pmid":"https://pubmed.ncbi.nlm.nih.gov/42909112","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13683841"},"language":"en","primary_location":{"id":"doi:10.3389/fpubh.2026.1966293","doi":"https://doi.org/10.3389/fpubh.2026.1966293","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpubh.2026.1966293","pdf_url":"https://www.frontiersin.org/journals/public-health/articles/10.3389/fpubh.2026.1966293/pdf","source":{"id":"https://openalex.org/S2595931848","display_name":"Frontiers in Public Health","issn_l":"2296-2565","issn":["2296-2565"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Public Health","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/public-health/articles/10.3389/fpubh.2026.1966293/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119743475","display_name":"Patrick C. Mayolo","orcid":"https://orcid.org/0000-0002-9317-3829","observed_orcids":["https://orcid.org/0000-0002-9317-3829"]},"institutions":[{"id":"https://openalex.org/I2799584038","display_name":"Tripler Army Medical Center","ror":"https://ror.org/05p4q8207","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330347796","https://openalex.org/I2799584038","https://openalex.org/I2800250139","https://openalex.org/I2800386880"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Patrick Mayolo","raw_affiliation_strings":["Department of Orthopaedic Surgery, Tripler Army Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Tripler Army Medical Center","institution_ids":["https://openalex.org/I2799584038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100022969","display_name":"Zachary A Blashinsky","orcid":"https://orcid.org/0009-0005-9344-1917","observed_orcids":["https://orcid.org/0009-0005-9344-1917"]},"institutions":[{"id":"https://openalex.org/I2799584038","display_name":"Tripler Army Medical Center","ror":"https://ror.org/05p4q8207","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330347796","https://openalex.org/I2799584038","https://openalex.org/I2800250139","https://openalex.org/I2800386880"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zachary A. Blashinsky","raw_affiliation_strings":["Department of Orthopaedic Surgery, Tripler Army Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Tripler Army Medical Center","institution_ids":["https://openalex.org/I2799584038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5157885193","display_name":"John Wahl","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2799584038","display_name":"Tripler Army Medical Center","ror":"https://ror.org/05p4q8207","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330347796","https://openalex.org/I2799584038","https://openalex.org/I2800250139","https://openalex.org/I2800386880"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John Wahl","raw_affiliation_strings":["Department of Orthopaedic Surgery, Tripler Army Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Tripler Army Medical Center","institution_ids":["https://openalex.org/I2799584038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092507035","display_name":"Alexander Bouterse","orcid":"https://orcid.org/0000-0001-5068-6635","observed_orcids":["https://orcid.org/0000-0001-5068-6635"]},"institutions":[{"id":"https://openalex.org/I2799584038","display_name":"Tripler Army Medical Center","ror":"https://ror.org/05p4q8207","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330347796","https://openalex.org/I2799584038","https://openalex.org/I2800250139","https://openalex.org/I2800386880"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander Bouterse","raw_affiliation_strings":["Department of Orthopaedic Surgery, Tripler Army Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Tripler Army Medical Center","institution_ids":["https://openalex.org/I2799584038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093677354","display_name":"Felix Conrad Oettl","orcid":"https://orcid.org/0000-0001-9721-685X","observed_orcids":["https://orcid.org/0000-0001-9721-685X"]},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I4210124057","display_name":"Universit\u00e4tsklinik Balgrist","ror":"https://ror.org/02yzaka98","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210124057"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Felix Oettl","raw_affiliation_strings":["Department of Orthopaedic Surgery, Balgrist University Hospital, University of Z\u00fcrich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Balgrist University Hospital, University of Z\u00fcrich","institution_ids":["https://openalex.org/I202697423","https://openalex.org/I4210124057"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075897119","display_name":"James A. Pruneski","orcid":"https://orcid.org/0000-0002-8645-9386","observed_orcids":["https://orcid.org/0000-0002-8645-9386"]},"institutions":[{"id":"https://openalex.org/I2799584038","display_name":"Tripler Army Medical Center","ror":"https://ror.org/05p4q8207","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330347796","https://openalex.org/I2799584038","https://openalex.org/I2800250139","https://openalex.org/I2800386880"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James A. Pruneski","raw_affiliation_strings":["Department of Orthopaedic Surgery, Tripler Army Medical Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Tripler Army Medical Center","institution_ids":["https://openalex.org/I2799584038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053862149","display_name":"Kristian Samuelsson","orcid":"https://orcid.org/0000-0001-5383-3370","observed_orcids":["https://orcid.org/0000-0001-5383-3370"]},"institutions":[{"id":"https://openalex.org/I2801112325","display_name":"Sahlgrenska University Hospital","ror":"https://ror.org/04vgqjj36","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801112325"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Kristian Samuelsson","raw_affiliation_strings":["Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg","Department of Orthopaedics, Sahlgrenska University Hospital","Sahlgrenska Sports Medicine Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg","institution_ids":["https://openalex.org/I881427289"]},{"raw_affiliation_string":"Department of Orthopaedics, Sahlgrenska University Hospital","institution_ids":["https://openalex.org/I2801112325"]},{"raw_affiliation_string":"Sahlgrenska Sports Medicine Center","institution_ids":["https://openalex.org/I2801112325"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5053862149"],"corresponding_institution_ids":["https://openalex.org/I2801112325","https://openalex.org/I881427289"],"apc_list":{"value":3150,"currency":"CHF","value_usd":3801},"apc_paid":{"value":3150,"currency":"CHF","value_usd":3801},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.60443038,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"1966293","last_page":"1966293"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11246","display_name":"Sports injuries and prevention","score":0.9951000213623047,"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":0.9951000213623047,"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"}},{"id":"https://openalex.org/T10157","display_name":"Sports Performance and Training","score":0.0020000000949949026,"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"}},{"id":"https://openalex.org/T11018","display_name":"Lower Extremity Biomechanics and Pathologies","score":0.0006000000284984708,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/overuse-injuries","display_name":"overuse injuries","score":0.796999990940094},{"id":"https://openalex.org/keywords/youth-sports","display_name":"youth sports","score":0.8539999723434448},{"id":"https://openalex.org/keywords/early-sport-specialization","display_name":"early sport specialization","score":0.9679999947547913},{"id":"https://openalex.org/keywords/injury-surveillance","display_name":"injury surveillance","score":0.8230000138282776},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.8399999737739563},{"id":"https://openalex.org/keywords/wearable-sensors","display_name":"wearable sensors","score":0.9879999756813049},{"id":"https://openalex.org/keywords/training-load-monitoring","display_name":"training load monitoring","score":0.8930000066757202},{"id":"https://openalex.org/keywords/recovery-monitoring","display_name":"recovery monitoring","score":0.6549999713897705},{"id":"https://openalex.org/keywords/injury-prevention","display_name":"injury prevention","score":0.609000027179718},{"id":"https://openalex.org/keywords/musculoskeletal-health","display_name":"musculoskeletal health","score":0.8450000286102295},{"id":"https://openalex.org/keywords/attrition","display_name":"attrition","score":0.4830000102519989},{"id":"https://openalex.org/keywords/translational-validation","display_name":"translational validation","score":0.5889999866485596}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.559499979019165},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.5425999760627747},{"id":"https://openalex.org/C2781054738","wikidata":"https://www.wikidata.org/wiki/Q4813730","display_name":"Athletes","level":2,"score":0.5048999786376953},{"id":"https://openalex.org/C128544194","wikidata":"https://www.wikidata.org/wiki/Q474859","display_name":"Translational research","level":2,"score":0.43869999051094055},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.428600013256073},{"id":"https://openalex.org/C2776892710","wikidata":"https://www.wikidata.org/wiki/Q599867","display_name":"Youth sports","level":3,"score":0.41749998927116394},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.40400001406669617},{"id":"https://openalex.org/C2993494880","wikidata":"https://www.wikidata.org/wiki/Q1816033","display_name":"Elite athletes","level":3,"score":0.3833000063896179},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3813000023365021},{"id":"https://openalex.org/C2992558043","wikidata":"https://www.wikidata.org/wiki/Q30671664","display_name":"Health surveillance","level":2,"score":0.37070000171661377},{"id":"https://openalex.org/C187155963","wikidata":"https://www.wikidata.org/wiki/Q629029","display_name":"Occupational safety and health","level":2,"score":0.3691999912261963},{"id":"https://openalex.org/C190385971","wikidata":"https://www.wikidata.org/wiki/Q373494","display_name":"Injury prevention","level":3,"score":0.3684000074863434},{"id":"https://openalex.org/C2780610925","wikidata":"https://www.wikidata.org/wiki/Q6940405","display_name":"Musculoskeletal injury","level":3,"score":0.36820000410079956},{"id":"https://openalex.org/C526869908","wikidata":"https://www.wikidata.org/wiki/Q3298118","display_name":"Suicide prevention","level":3,"score":0.3652999997138977},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3529999852180481},{"id":"https://openalex.org/C2775987171","wikidata":"https://www.wikidata.org/wiki/Q192797","display_name":"Elite","level":3,"score":0.3490999937057495},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.3433000147342682},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.3395000100135803},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.32339999079704285},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32190001010894775},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.296999990940094},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2890999913215637},{"id":"https://openalex.org/C2776361769","wikidata":"https://www.wikidata.org/wiki/Q821775","display_name":"Public health surveillance","level":3,"score":0.2874000072479248},{"id":"https://openalex.org/C2909042839","wikidata":"https://www.wikidata.org/wiki/Q877796","display_name":"Cumulative trauma disorder","level":4,"score":0.28029999136924744},{"id":"https://openalex.org/C3020255362","wikidata":"https://www.wikidata.org/wiki/Q747883","display_name":"Physical activity","level":2,"score":0.27649998664855957},{"id":"https://openalex.org/C2777921204","wikidata":"https://www.wikidata.org/wiki/Q66104672","display_name":"Knowledge translation","level":2,"score":0.26899999380111694},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.26820001006126404},{"id":"https://openalex.org/C33313701","wikidata":"https://www.wikidata.org/wiki/Q1298380","display_name":"Sports science","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2597000002861023},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.25369998812675476}],"mesh":[{"descriptor_ui":"D000067009","descriptor_name":"Youth Sports","qualifier_ui":"Q000293","qualifier_name":"injuries","is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001265","descriptor_name":"Athletic Injuries","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","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":"D012090","descriptor_name":"Cumulative Trauma Disorders","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D012090","descriptor_name":"Cumulative Trauma Disorders","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.3389/fpubh.2026.1966293","doi":"https://doi.org/10.3389/fpubh.2026.1966293","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpubh.2026.1966293","pdf_url":"https://www.frontiersin.org/journals/public-health/articles/10.3389/fpubh.2026.1966293/pdf","source":{"id":"https://openalex.org/S2595931848","display_name":"Frontiers in Public Health","issn_l":"2296-2565","issn":["2296-2565"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Public Health","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13683841","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13683841/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13683841/pdf/fpubh-14-1966293.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,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Front Public Health","raw_type":"Text"},{"id":"pmid:42909112","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42909112","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,"listed_in":[],"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":"Frontiers in public health","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:d1f946660d1748989a8e1f9def053248","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/d1f946660d1748989a8e1f9def053248","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Public Health, Vol 14 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fpubh.2026.1966293","doi":"https://doi.org/10.3389/fpubh.2026.1966293","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpubh.2026.1966293","pdf_url":"https://www.frontiersin.org/journals/public-health/articles/10.3389/fpubh.2026.1966293/pdf","source":{"id":"https://openalex.org/S2595931848","display_name":"Frontiers in Public Health","issn_l":"2296-2565","issn":["2296-2565"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Public Health","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7220861869.pdf","grobid_xml":"https://content.openalex.org/works/W7220861869.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1977215480","https://openalex.org/W2069941864","https://openalex.org/W2098789509","https://openalex.org/W2145392091","https://openalex.org/W2346707803","https://openalex.org/W2462748229","https://openalex.org/W2489330634","https://openalex.org/W2530450109","https://openalex.org/W2584836196","https://openalex.org/W2588586235","https://openalex.org/W2783099771","https://openalex.org/W2886530362","https://openalex.org/W2893814198","https://openalex.org/W2966516178","https://openalex.org/W2981452501","https://openalex.org/W2981594716","https://openalex.org/W3001494138","https://openalex.org/W3007920314","https://openalex.org/W3021731499","https://openalex.org/W3035237695","https://openalex.org/W3084580190","https://openalex.org/W3090956617","https://openalex.org/W3122333372","https://openalex.org/W3130862521","https://openalex.org/W3135788140","https://openalex.org/W3136716751","https://openalex.org/W3186639709","https://openalex.org/W3191686581","https://openalex.org/W3202591531","https://openalex.org/W4206202050","https://openalex.org/W4211139608","https://openalex.org/W4224315579","https://openalex.org/W4282932373","https://openalex.org/W4285390411","https://openalex.org/W4296022526","https://openalex.org/W4296804969","https://openalex.org/W4382137338","https://openalex.org/W4386514488","https://openalex.org/W4391107686","https://openalex.org/W4391605644","https://openalex.org/W4391843574","https://openalex.org/W4403538283","https://openalex.org/W4411572476","https://openalex.org/W4411771468","https://openalex.org/W4416224715","https://openalex.org/W7117315123","https://openalex.org/W7120074091","https://openalex.org/W7123768728","https://openalex.org/W7140038100","https://openalex.org/W7155224283"],"related_works":["https://openalex.org/W7160129222","https://openalex.org/W7213409932","https://openalex.org/W4239138548","https://openalex.org/W4408373091","https://openalex.org/W2948159184","https://openalex.org/W2317327259","https://openalex.org/W2337774112","https://openalex.org/W4291897437","https://openalex.org/W4205646813","https://openalex.org/W7163951246"],"abstract_inverted_index":{"Early":[0],"sport":[1,12],"specialization":[2],"(ESS),":[3],"defined":[4],"as":[5],"intensive,":[6],"year-round":[7],"training":[8,51],"in":[9,32,40,69,93,126],"a":[10,30,58,84,107],"single":[11],"at":[13],"the":[14,112],"exclusion":[15],"of":[16,50],"others,":[17],"has":[18,27],"become":[19],"increasingly":[20],"prevalent":[21],"among":[22],"youth":[23,75,94,127],"athletes.":[24,128],"This":[25],"trend":[26],"coincided":[28],"with":[29,99,111],"rise":[31],"overuse":[33],"injuries,":[34],"and":[35,43,55,121],"premature":[36],"attrition.":[37],"Concurrently,":[38],"advances":[39],"wearable":[41],"sensors":[42],"artificial":[44],"intelligence":[45],"(AI)":[46],"enable":[47],"real-time":[48],"quantification":[49],"load,":[52],"biomechanical":[53],"deviations,":[54],"recovery.":[56],"However,":[57],"translational":[59,85],"gap":[60],"remains:":[61],"existing":[62],"AI":[63,90,104],"surveillance":[64,105],"models":[65],"are":[66],"predominantly":[67],"validated":[68],"elite":[70],"adult":[71],"male":[72],"cohorts,":[73],"leaving":[74],"athletes":[76],"underserved.":[77],"To":[78],"address":[79],"this":[80],"gap,":[81],"we":[82],"propose":[83],"four-pillar":[86],"framework":[87],"for":[88],"ESS-aware":[89],"injury":[91],"monitoring":[92],"sport.":[95],"Bridging":[96],"technological":[97],"capabilities":[98],"developmental":[100],"physiology":[101],"through":[102],"structured":[103,108],"provides":[106],"risk-monitoring":[109],"roadmap":[110],"potential":[113],"to":[114],"inform":[115],"preventative":[116],"strategies,":[117],"optimize":[118],"physical":[119],"readiness,":[120],"support":[122],"long-term":[123],"musculoskeletal":[124],"health":[125]},"counts_by_year":[],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2026-10-08T00:00:00"}