{"id":"https://openalex.org/W4306253192","doi":"https://doi.org/10.1136/bmjsem-2022-001388","title":"Predictive models for musculoskeletal injury risk: why statistical approach makes all the difference","display_name":"Predictive models for musculoskeletal injury risk: why statistical approach makes all the difference","publication_year":2022,"publication_date":"2022-10-01","ids":{"openalex":"https://openalex.org/W4306253192","doi":"https://doi.org/10.1136/bmjsem-2022-001388","pmid":"https://pubmed.ncbi.nlm.nih.gov/36268503","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9577931"},"language":"en","primary_location":{"id":"doi:10.1136/bmjsem-2022-001388","doi":"https://doi.org/10.1136/bmjsem-2022-001388","is_oa":true,"landing_page_url":"https://doi.org/10.1136/bmjsem-2022-001388","pdf_url":"https://bmjopensem.bmj.com/content/bmjosem/8/4/e001388.full.pdf","source":{"id":"https://openalex.org/S2764939095","display_name":"BMJ Open Sport & Exercise Medicine","issn_l":"2055-7647","issn":["2055-7647"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","norway-1","oarl","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319945","host_organization_name":"BMJ","host_organization_lineage":["https://openalex.org/P4310319945"],"host_organization_lineage_names":["BMJ"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMJ Open Sport & Exercise Medicine","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmjopensem.bmj.com/content/bmjosem/8/4/e001388.full.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028107510","display_name":"Daniel I. Rhon","orcid":"https://orcid.org/0000-0002-4320-990X","observed_orcids":["https://orcid.org/0000-0002-4320-990X"]},"institutions":[{"id":"https://openalex.org/I1289568071","display_name":"Brooke Army Medical Center","ror":"https://ror.org/00m1mwc36","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1289568071","https://openalex.org/I1330347796","https://openalex.org/I2800250139","https://openalex.org/I2800386880"]},{"id":"https://openalex.org/I148314036","display_name":"Uniformed Services University of the Health Sciences","ror":"https://ror.org/04r3kq386","country_code":"US","type":"education","lineage":["https://openalex.org/I148314036"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Daniel I Rhon","raw_affiliation_strings":["Department of Physical Medicine & Rehabilitation, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA","Department of Rehabilitation Medicine, Brooke Army Medical Center, Fort Sam Houston, Texas, USA"],"raw_orcid":"https://orcid.org/0000-0002-4320-990X","affiliations":[{"raw_affiliation_string":"Department of Physical Medicine & Rehabilitation, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA","institution_ids":["https://openalex.org/I148314036"]},{"raw_affiliation_string":"Department of Rehabilitation Medicine, Brooke Army Medical Center, Fort Sam Houston, Texas, USA","institution_ids":["https://openalex.org/I1289568071"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109122228","display_name":"Deydre Smyth Teyhen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210088792","display_name":"United States Army","ror":"https://ror.org/00afsp483","country_code":"US","type":"government","lineage":["https://openalex.org/I1304082316","https://openalex.org/I1330347796","https://openalex.org/I4210088792"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deydre S Teyhen","raw_affiliation_strings":["Office of the Army Surgeon General, Falls Church, Virginia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Office of the Army Surgeon General, Falls Church, Virginia, USA","institution_ids":["https://openalex.org/I4210088792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060891981","display_name":"Professor Gary S. Collins","orcid":"https://orcid.org/0000-0002-2772-2316","observed_orcids":["https://orcid.org/0000-0002-2772-2316"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I4210147381","display_name":"Oxford University Hospitals NHS Trust","ror":"https://ror.org/03h2bh287","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I4210147381"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gary S Collins","raw_affiliation_strings":["Centre for Statistics in Medicine, Nuffield Department of Orthopaedics, Rheumatology, and Musculoskeletal Sciences, Oxford University, Oxford, UK","Oxford University Hospitals, NHS Foundation Trust, Oxford, UK"],"raw_orcid":"https://orcid.org/0000-0002-2772-2316","affiliations":[{"raw_affiliation_string":"Centre for Statistics in Medicine, Nuffield Department of Orthopaedics, Rheumatology, and Musculoskeletal Sciences, Oxford University, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Oxford University Hospitals, NHS Foundation Trust, Oxford, UK","institution_ids":["https://openalex.org/I4210147381"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021600953","display_name":"Garrett Scott Bullock","orcid":"https://orcid.org/0000-0003-0236-9015","observed_orcids":["https://orcid.org/0000-0003-0236-9015"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I4210117448","display_name":"Arthritis UK","ror":"https://ror.org/02jkpm469","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I4210117448"]},{"id":"https://openalex.org/I4405269449","display_name":"Wake Forest University Health Sciences","ror":"https://ror.org/046r1r105","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4405269449","https://openalex.org/I47251452"]},{"id":"https://openalex.org/I47251452","display_name":"Wake Forest University","ror":"https://ror.org/0207ad724","country_code":"US","type":"education","lineage":["https://openalex.org/I47251452"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Garrett S Bullock","raw_affiliation_strings":["Centre for Sport, Exercise and Osteoarthritis Research Versus Arthritis, University of Oxford, Oxford, UK","Department of Orthopaedics, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Sport, Exercise and Osteoarthritis Research Versus Arthritis, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149","https://openalex.org/I4210117448"]},{"raw_affiliation_string":"Department of Orthopaedics, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA","institution_ids":["https://openalex.org/I4405269449","https://openalex.org/I47251452"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5028107510"],"corresponding_institution_ids":["https://openalex.org/I1289568071","https://openalex.org/I148314036"],"apc_list":{"value":1500,"currency":"GBP","value_usd":1839},"apc_paid":{"value":1500,"currency":"GBP","value_usd":1839},"fwci":3.2315,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.92280378,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"8","issue":"4","first_page":"e001388","last_page":"e001388"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12138","display_name":"Occupational Health and Performance","score":0.5976999998092651,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T12138","display_name":"Occupational Health and Performance","score":0.5976999998092651,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T14374","display_name":"Statistical Methods in Epidemiology","score":0.323199987411499,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11246","display_name":"Sports injuries and prevention","score":0.028999999165534973,"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/musculoskeletal-injuries","display_name":"musculoskeletal injuries","score":0.953000009059906},{"id":"https://openalex.org/keywords/injury-prediction","display_name":"injury prediction","score":0.6439999938011169},{"id":"https://openalex.org/keywords/predictive-model-performance","display_name":"prediction model performance","score":0.5239999890327454},{"id":"https://openalex.org/keywords/nonlinear-relationship","display_name":"nonlinear relationship","score":0.6460000276565552},{"id":"https://openalex.org/keywords/continuous-predictors","display_name":"continuous predictors","score":0.5699999928474426},{"id":"https://openalex.org/keywords/model-calibration","display_name":"model calibration","score":0.6520000100135803},{"id":"https://openalex.org/keywords/model-discrimination","display_name":"model discrimination","score":0.7540000081062317},{"id":"https://openalex.org/keywords/decision-curve-analysis","display_name":"decision curve analysis","score":0.7850000262260437},{"id":"https://openalex.org/keywords/military-personnel","display_name":"military personnel","score":0.6710000038146973},{"id":"https://openalex.org/keywords/physical-performance","display_name":"physical performance","score":0.6740000247955322},{"id":"https://openalex.org/keywords/predictor-variable-selection","display_name":"predictor selection","score":0.7419999837875366},{"id":"https://openalex.org/keywords/risk-thresholds","display_name":"risk thresholds","score":0.44200000166893005},{"id":"https://openalex.org/keywords/injury-prevention","display_name":"injury prevention","score":0.35100001096725464}],"concepts":[{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.5967154502868652},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.5793457627296448},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5295254588127136},{"id":"https://openalex.org/C144301174","wikidata":"https://www.wikidata.org/wiki/Q7893852","display_name":"Univariate analysis","level":3,"score":0.49033260345458984},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.45609864592552185},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.4301871061325073},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.33354437351226807},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.29818952083587646},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.22054174542427063},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.17037108540534973}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1136/bmjsem-2022-001388","doi":"https://doi.org/10.1136/bmjsem-2022-001388","is_oa":true,"landing_page_url":"https://doi.org/10.1136/bmjsem-2022-001388","pdf_url":"https://bmjopensem.bmj.com/content/bmjosem/8/4/e001388.full.pdf","source":{"id":"https://openalex.org/S2764939095","display_name":"BMJ Open Sport & Exercise Medicine","issn_l":"2055-7647","issn":["2055-7647"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","norway-1","oarl","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319945","host_organization_name":"BMJ","host_organization_lineage":["https://openalex.org/P4310319945"],"host_organization_lineage_names":["BMJ"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMJ Open Sport & Exercise Medicine","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9577931","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9577931","pdf_url":null,"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-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMJ Open Sport Exerc Med","raw_type":"Text"},{"id":"pmid:36268503","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36268503","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":"BMJ open sport & exercise medicine","raw_type":"Journal Article"},{"id":"pmh:oai:ora.ox.ac.uk:uuid:3a26eeb6-3ddf-42d0-ad7d-14a08dc41977","doi":null,"is_oa":true,"landing_page_url":"https://ora.ox.ac.uk/objects/uuid:3a26eeb6-3ddf-42d0-ad7d-14a08dc41977/files/s1831cn30z","pdf_url":"https://ora.ox.ac.uk/objects/uuid:3a26eeb6-3ddf-42d0-ad7d-14a08dc41977/files/s1831cn30z","source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Symplectic Elements","raw_type":"Journal article"},{"id":"pmh:oai:doaj.org/article:02f7b1166bc04dc6b6536b5eb4b35530","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/02f7b1166bc04dc6b6536b5eb4b35530","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMJ Open Sport & Exercise Medicine, Vol 8, Iss 4 (2022)","raw_type":"article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/311246f7-ad8f-4488-b01d-2d6ce24fc0f0","doi":null,"is_oa":true,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/311246f7-ad8f-4488-b01d-2d6ce24fc0f0","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"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":"Rhon, D I, Teyhen, D S, Collins, G S & Bullock, G S 2022, 'Predictive models for musculoskeletal injury risk : Why statistical approach makes all the difference', BMJ Open Sport and Exercise Medicine, vol. 8, no. 4, e001388. https://doi.org/10.1136/bmjsem-2022-001388","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1136/bmjsem-2022-001388","doi":"https://doi.org/10.1136/bmjsem-2022-001388","is_oa":true,"landing_page_url":"https://doi.org/10.1136/bmjsem-2022-001388","pdf_url":"https://bmjopensem.bmj.com/content/bmjosem/8/4/e001388.full.pdf","source":{"id":"https://openalex.org/S2764939095","display_name":"BMJ Open Sport & Exercise Medicine","issn_l":"2055-7647","issn":["2055-7647"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","norway-1","oarl","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319945","host_organization_name":"BMJ","host_organization_lineage":["https://openalex.org/P4310319945"],"host_organization_lineage_names":["BMJ"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMJ Open Sport & Exercise Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9537000060081482}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1310689182","display_name":"THE COLLABORATOR FOR MUSCULOSKETETAL INJURY REHABILITATION RESEARCH (CMIRR)","funder_award_id":"HU00011920011","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G1802720139","display_name":null,"funder_award_id":"HU00011920011","funder_id":"https://openalex.org/F4320332925","funder_display_name":"Defense Health Agency"},{"id":"https://openalex.org/G52071995","display_name":null,"funder_award_id":"HU00011920011","funder_id":"https://openalex.org/F4320332504","funder_display_name":"Uniformed Services University of the Health Sciences"},{"id":"https://openalex.org/G6724361282","display_name":null,"funder_award_id":"(D10_I_AR_J5_951)","funder_id":"https://openalex.org/F4320338273","funder_display_name":"Congressionally Directed Medical Research Programs"},{"id":"https://openalex.org/G7495211713","display_name":null,"funder_award_id":"MIRROR HU00011920011","funder_id":"https://openalex.org/F4320332504","funder_display_name":"Uniformed Services University of the Health Sciences"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320332504","display_name":"Uniformed Services University of the Health Sciences","ror":"https://ror.org/04r3kq386"},{"id":"https://openalex.org/F4320332925","display_name":"Defense Health Agency","ror":"https://ror.org/03df8gj37"},{"id":"https://openalex.org/F4320338273","display_name":"Congressionally Directed Medical Research Programs","ror":"https://ror.org/03g2zjp07"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4306253192.pdf","grobid_xml":"https://content.openalex.org/works/W4306253192.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W419277636","https://openalex.org/W1967504997","https://openalex.org/W1980283223","https://openalex.org/W1994682257","https://openalex.org/W2007273462","https://openalex.org/W2037706551","https://openalex.org/W2045030989","https://openalex.org/W2060932845","https://openalex.org/W2063723191","https://openalex.org/W2064799866","https://openalex.org/W2065429867","https://openalex.org/W2065974896","https://openalex.org/W2078271269","https://openalex.org/W2080380948","https://openalex.org/W2098787760","https://openalex.org/W2119910794","https://openalex.org/W2127841934","https://openalex.org/W2147499654","https://openalex.org/W2154286581","https://openalex.org/W2226880313","https://openalex.org/W2400385987","https://openalex.org/W2490459832","https://openalex.org/W2529663253","https://openalex.org/W2554899606","https://openalex.org/W2605975631","https://openalex.org/W2769638259","https://openalex.org/W2804248080","https://openalex.org/W2884353927","https://openalex.org/W2907554860","https://openalex.org/W2937767484","https://openalex.org/W2985548453","https://openalex.org/W2986499806","https://openalex.org/W3010258045","https://openalex.org/W3012413426","https://openalex.org/W3047536063","https://openalex.org/W3061818403","https://openalex.org/W3113225050","https://openalex.org/W4211101039","https://openalex.org/W6670350071"],"related_works":["https://openalex.org/W4282925132","https://openalex.org/W4385186101","https://openalex.org/W6960280513","https://openalex.org/W2580487303","https://openalex.org/W7208706534","https://openalex.org/W2547973401","https://openalex.org/W3041077566","https://openalex.org/W7169869171","https://openalex.org/W2769788416","https://openalex.org/W3193853850"],"abstract_inverted_index":{"Objective":[0],"Compare":[1],"performance":[2,100,261],"between":[3],"an":[4,131],"injury":[5,37,230,243],"prediction":[6,38,281],"model":[7,39,63,69,80,87,135],"categorising":[8],"predictors":[9,20,72,90],"and":[10,15,31,56,77,96,113,201,233,246],"one":[11],"that":[12],"did":[13],"not":[14],"compare":[16],"a":[17,34,41,236,249],"selection":[18],"of":[19,33,43],"based":[21],"on":[22],"univariate":[23],"significance":[24],"versus":[25],"assessing":[26],"non-linear":[27,83],"relationships.":[28],"Methods":[29],"Validation":[30],"replication":[32],"previously":[35],"developed":[36],"in":[40,108,145,265],"cohort":[42],"1466":[44],"service":[45],"members":[46],"followed":[47],"for":[48],"1":[49],"year":[50],"after":[51],"physical":[52],"performance,":[53],"medical":[54],"history":[55],"sociodemographic":[57],"variables":[58],"were":[59,118],"collected.":[60],"The":[61,67,85,133],"original":[62,134,257],"dichotomised":[64,269],"11":[65],"predictors.":[66],"second":[68],"(M2)":[70],"kept":[71],"continuous":[73],"but":[74],"assumed":[75],"linearity":[76],"the":[78,91,109,146,256,266,273],"third":[79],"(M3)":[81],"conducted":[82],"transformations.":[84],"fourth":[86],"(M4)":[88],"chose":[89],"proper":[92],"way":[93],"(clinical":[94],"reasoning":[95],"supporting":[97],"evidence).":[98],"Model":[99,260],"was":[101,262],"assessed":[102],"with":[103,120,255,268],"R":[104,138],"2":[105,139],",":[106],"calibration":[107,111,144,174],"large,":[110],"slope":[112,175],"discrimination.":[114],"Decision":[115],"curve":[116],"analyses":[117],"performed":[119],"risk":[121],"thresholds":[122],"from":[123],"0.25":[124,229],"to":[125,152,159,165,172,180,186,192,199,207,213,219,226,275],"0.50.":[126],"Results":[127],"478":[128],"personnel":[129],"sustained":[130],"injury.":[132],"demonstrated":[136,235,248],"poorer":[137],"(original:0.07;":[140],"M2:0.63;":[141],"M3:0.64;":[142],"M4:0.08),":[143],"large":[147],"(original:\u22120.11":[148],"(95%":[149,156,162,169,177,183,189,196,204,210,216,223],"CI":[150,157,163,170,178,184,190,197,205,211,217,224],"\u22120.22":[151],"0.00);":[153],"M2:":[154],"\u22120.02":[155],"\u22120.17":[158],"0.13);":[160],"M3:0.03":[161],"\u22120.13":[164,168],"0.19);":[166],"M4:":[167,194,221],"\u22120.25":[171],"\u20130.01)),":[173],"(original:0.84":[176],"0.61":[179],"1.07);":[181],"M2:0.97":[182],"0.86":[185],"1.08);":[187],"M3:0.90":[188,215],"0.75":[191],"1.05);":[193],"081":[195],"0.59":[198],"1.03)":[200],"discrimination":[202],"(original:0.63":[203],"0.60":[206,225],"0.66);":[208],"M2:0.90":[209],"0.88":[212,218],"0.92);":[214,220],"0.63":[222],"0.66)).":[227],"At":[228,241],"risk,":[231,244],"M2":[232,245],"M3":[234,247],"0.43":[237],"net":[238,251],"benefit":[239,252],"improvement.":[240],"0.50":[242],"0.33":[250],"improvement":[253],"compared":[254],"model.":[258],"Conclusion":[259],"substantially":[263],"worse":[264],"models":[267],"variables.":[270],"This":[271],"highlights":[272],"need":[274],"follow":[276],"established":[277],"recommendations":[278],"when":[279],"developing":[280],"models.":[282]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-10-15T00:00:00"}