{"id":"https://openalex.org/W4396640554","doi":"https://doi.org/10.1186/s42836-024-00244-4","title":"Accuracy of machine learning to predict the outcomes of shoulder arthroplasty: a systematic review","display_name":"Accuracy of machine learning to predict the outcomes of shoulder arthroplasty: a systematic review","publication_year":2024,"publication_date":"2024-05-04","ids":{"openalex":"https://openalex.org/W4396640554","doi":"https://doi.org/10.1186/s42836-024-00244-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/38702749","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/11069283"},"language":"en","primary_location":{"id":"doi:10.1186/s42836-024-00244-4","doi":"https://doi.org/10.1186/s42836-024-00244-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42836-024-00244-4","pdf_url":null,"source":{"id":"https://openalex.org/S4210202720","display_name":"Arthroplasty","issn_l":"2524-7948","issn":["2524-7948"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Arthroplasty","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://doi.org/10.1186/s42836-024-00244-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023634466","display_name":"Amir H. Karimi","orcid":"https://orcid.org/0000-0003-3560-9433","observed_orcids":["https://orcid.org/0000-0003-3560-9433"]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Amir H. Karimi","raw_affiliation_strings":["Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA. ahk88@case.edu","Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA. ahk88@case.edu","institution_ids":["https://openalex.org/I58956616"]},{"raw_affiliation_string":"Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Joshua Langberg","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joshua Langberg","raw_affiliation_strings":["Department of Orthopaedic Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA","Herbert Wertheim College of Medicine, Miami, FL, 33199, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA","institution_ids":["https://openalex.org/I1282927834"]},{"raw_affiliation_string":"Herbert Wertheim College of Medicine, Miami, FL, 33199, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065553536","display_name":"Ajith Malige","orcid":"https://orcid.org/0000-0002-3984-4804","observed_orcids":["https://orcid.org/0000-0002-3984-4804"]},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ajith Malige","raw_affiliation_strings":["Department of Orthopaedic Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Omar Rahman","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Omar Rahman","raw_affiliation_strings":["Department of Orthopaedic Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045525636","display_name":"Joseph Albert Abboud","orcid":"https://orcid.org/0000-0002-3845-7220","observed_orcids":["https://orcid.org/0000-0002-3845-7220"]},"institutions":[{"id":"https://openalex.org/I149251103","display_name":"Thomas Jefferson University","ror":"https://ror.org/00ysqcn41","country_code":"US","type":"education","lineage":["https://openalex.org/I149251103"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph A. Abboud","raw_affiliation_strings":["Department of Orthopaedic Surgery, Thomas Jefferson University, Philadelphia, PA, 19107, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Thomas Jefferson University, Philadelphia, PA, 19107, USA","institution_ids":["https://openalex.org/I149251103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066638752","display_name":"Michael A. Stone","orcid":"https://orcid.org/0000-0002-9024-9584","observed_orcids":["https://orcid.org/0000-0002-9024-9584"]},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael A. Stone","raw_affiliation_strings":["Department of Orthopaedic Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, 90048, USA","institution_ids":["https://openalex.org/I1282927834"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5023634466"],"corresponding_institution_ids":["https://openalex.org/I58956616"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":1.5417,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.82831136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"6","issue":"1","first_page":"26","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10280","display_name":"Shoulder Injury and Treatment","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10280","display_name":"Shoulder Injury and Treatment","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.002400000113993883,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.002400000113993883,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/shoulder-arthroplasty","display_name":"shoulder arthroplasty","score":0.9300000071525574},{"id":"https://openalex.org/keywords/total-shoulder-arthroplasty","display_name":"total shoulder arthroplasty","score":0.9380000233650208},{"id":"https://openalex.org/keywords/reverse-shoulder-arthroplasty","display_name":"reverse shoulder arthroplasty","score":0.9639999866485596},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.921999990940094},{"id":"https://openalex.org/keywords/prognosis-prediction","display_name":"outcome prediction","score":0.8320000171661377},{"id":"https://openalex.org/keywords/postoperative-complications","display_name":"postoperative complications","score":0.9760000109672546},{"id":"https://openalex.org/keywords/range-of-motion","display_name":"range of motion","score":0.8019999861717224},{"id":"https://openalex.org/keywords/patient-reported-outcome-measures","display_name":"patient-reported outcome measures","score":0.9559999704360962},{"id":"https://openalex.org/keywords/length-of-hospital-stay","display_name":"length of hospital stay","score":0.800000011920929},{"id":"https://openalex.org/keywords/hospitalization-costs","display_name":"hospital costs","score":0.902999997138977},{"id":"https://openalex.org/keywords/health-care-utilization","display_name":"health care utilization","score":0.7260000109672546}],"concepts":[{"id":"https://openalex.org/C2778336525","wikidata":"https://www.wikidata.org/wiki/Q708178","display_name":"Arthroplasty","level":2,"score":0.6307466626167297},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5508690476417542},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5123618841171265},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.48217955231666565},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47638601064682007},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.45873111486434937},{"id":"https://openalex.org/C2777596629","wikidata":"https://www.wikidata.org/wiki/Q10858520","display_name":"Inclusion and exclusion criteria","level":3,"score":0.4504871070384979},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4405527114868164},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4113547205924988},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.3501893877983093},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.30900704860687256},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.2729399800300598},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12241554260253906},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08578070998191833},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":8,"locations":[{"id":"doi:10.1186/s42836-024-00244-4","doi":"https://doi.org/10.1186/s42836-024-00244-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42836-024-00244-4","pdf_url":null,"source":{"id":"https://openalex.org/S4210202720","display_name":"Arthroplasty","issn_l":"2524-7948","issn":["2524-7948"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Arthroplasty","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11069283","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11069283","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11069283/pdf/42836_2024_Article_244.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":"Arthroplasty","raw_type":"Text"},{"id":"pmid:38702749","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38702749","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":"Arthroplasty (London, England)","raw_type":"Journal Article"},{"id":"pmh:oai:digitalcommons.fiu.edu:18655","doi":null,"is_oa":false,"landing_page_url":"https://digitalscholarship.fiu.edu/record/18655/files/Poster_2032.docx","pdf_url":null,"source":{"id":"https://openalex.org/S4306401637","display_name":"Florida International University Digital Commons (Florida International University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I19700959","host_organization_name":"Florida International University","host_organization_lineage":["https://openalex.org/I19700959"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://digitalscholarship.fiu.edu/record/18655","raw_type":"Text"},{"id":"pmh:oai:digitalcommons.fiu.edu:hwcom-student-research-symposium-1058","doi":null,"is_oa":false,"landing_page_url":"https://digitalcommons.fiu.edu/hwcom-student-research-symposium/2023/posters/32","pdf_url":null,"source":{"id":"https://openalex.org/S4306401637","display_name":"Florida International University Digital Commons (Florida International University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I19700959","host_organization_name":"Florida International University","host_organization_lineage":["https://openalex.org/I19700959"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Herbert Wertheim College of Medicine Medical and Graduate Students & Residents Research Symposium","raw_type":"text"},{"id":"pmh:oai:digitalcommons.fiu.edu:hwcom-student-research-symposium-1093","doi":null,"is_oa":false,"landing_page_url":"https://digitalcommons.fiu.edu/hwcom-student-research-symposium/2023/posters/67","pdf_url":null,"source":{"id":"https://openalex.org/S4306401637","display_name":"Florida International University Digital Commons (Florida International University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I19700959","host_organization_name":"Florida International University","host_organization_lineage":["https://openalex.org/I19700959"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Herbert Wertheim College of Medicine Medical and Graduate Students &amp; Residents Research Symposium","raw_type":"text"},{"id":"pmh:oai:jdc.jefferson.edu:orthofp-1224","doi":null,"is_oa":true,"landing_page_url":"https://jdc.jefferson.edu/orthofp/221","pdf_url":null,"source":{"id":"https://openalex.org/S4210178181","display_name":"The Medicine Forum","issn_l":"2325-2863","issn":["2325-2863"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Department of Orthopaedic Surgery Faculty Papers","raw_type":"article"},{"id":"pmh:oai:doaj.org/article:f1a6ad0d39d4463b97c2ba4dd597ebb4","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/f1a6ad0d39d4463b97c2ba4dd597ebb4","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":"Arthroplasty, Vol 6, Iss 1, Pp 1-15 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42836-024-00244-4","doi":"https://doi.org/10.1186/s42836-024-00244-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42836-024-00244-4","pdf_url":null,"source":{"id":"https://openalex.org/S4210202720","display_name":"Arthroplasty","issn_l":"2524-7948","issn":["2524-7948"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Arthroplasty","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":1.0,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Systematic Review","id":"https://openalex.org/study-designs/systematic-review"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4396640554.pdf","grobid_xml":"https://content.openalex.org/works/W4396640554.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W246286872","https://openalex.org/W1494192115","https://openalex.org/W1550064466","https://openalex.org/W1967884169","https://openalex.org/W2017044005","https://openalex.org/W2022969127","https://openalex.org/W2026306668","https://openalex.org/W2156098321","https://openalex.org/W2167946846","https://openalex.org/W2177870565","https://openalex.org/W2204794060","https://openalex.org/W2315850668","https://openalex.org/W2466899620","https://openalex.org/W2525984666","https://openalex.org/W2531319057","https://openalex.org/W2763556273","https://openalex.org/W2772781188","https://openalex.org/W2793251588","https://openalex.org/W2889913746","https://openalex.org/W2908035099","https://openalex.org/W2909890632","https://openalex.org/W2917605654","https://openalex.org/W2936573766","https://openalex.org/W2944872342","https://openalex.org/W2946464972","https://openalex.org/W2966129221","https://openalex.org/W2982461631","https://openalex.org/W3012401909","https://openalex.org/W3019027775","https://openalex.org/W3034840568","https://openalex.org/W3044481727","https://openalex.org/W3055292681","https://openalex.org/W3091240630","https://openalex.org/W3126342691","https://openalex.org/W3143879411","https://openalex.org/W3144382864","https://openalex.org/W3153657475","https://openalex.org/W3153871164","https://openalex.org/W3205656918","https://openalex.org/W3207259221","https://openalex.org/W3216180255","https://openalex.org/W4213266257","https://openalex.org/W4292510247","https://openalex.org/W4294215472"],"related_works":["https://openalex.org/W3019027775","https://openalex.org/W4384938128","https://openalex.org/W4392773240","https://openalex.org/W4384626163","https://openalex.org/W4401671763","https://openalex.org/W4410698708","https://openalex.org/W3205656918","https://openalex.org/W4213266257","https://openalex.org/W3033117228","https://openalex.org/W2966129221"],"abstract_inverted_index":{"BACKGROUND:":[0],"Artificial":[1],"intelligence":[2],"(AI)":[3],"uses":[4],"computer":[5],"systems":[6],"to":[7,11,48,91,99],"simulate":[8],"cognitive":[9],"capacities":[10],"accomplish":[12],"goals":[13],"like":[14],"problem-solving":[15],"and":[16,51,57,76,112,116,150,176,185,189,204],"decision-making.":[17],"Machine":[18],"learning":[19],"(ML),":[20],"a":[21,139,147,163],"branch":[22],"of":[23,144,170,199],"AI,":[24],"makes":[25],"algorithms":[26,200],"find":[27],"connections":[28],"between":[29],"preset":[30],"variables,":[31],"thereby":[32],"producing":[33],"prediction":[34],"models.":[35],"ML":[36,69,132,166,180],"can":[37,133,167,181],"aid":[38],"shoulder":[39,54,73],"surgeons":[40],"in":[41,71,84,153],"determining":[42],"which":[43],"patients":[44],"may":[45],"be":[46],"susceptible":[47],"worse":[49],"outcomes":[50,184],"complications":[52,137,186],"following":[53,61,187],"arthroplasty":[55,74],"(SA)":[56],"align":[58],"patient":[59],"expectations":[60],"SA.":[62],"However,":[63],"limited":[64],"literature":[65,82],"is":[66],"available":[67],"on":[68,196],"utilization":[70],"total":[72],"(TSA)":[75],"reverse":[77],"TSA.":[78],"METHODS:":[79],"A":[80],"systematic":[81],"review":[83],"accordance":[85],"with":[86,138,146,162],"PRISMA":[87],"guidelines":[88],"was":[89],"performed":[90],"identify":[92],"primary":[93],"research":[94],"articles":[95,120],"evaluating":[96],"ML's":[97],"ability":[98],"predict":[100,134,168,183],"SA":[101,188],"outcomes.":[102],"With":[103],"duplicates":[104],"removed,":[105],"the":[106,197,208],"initial":[107],"query":[108],"yielded":[109],"327":[110],"articles,":[111],"after":[113],"applying":[114],"inclusion":[115],"exclusion":[117],"criteria,":[118],"12":[119],"that":[121],"had":[122],"at":[123],"least":[124],"1":[125],"month":[126],"follow-up":[127],"time":[128],"were":[129],"included.":[130],"RESULTS:":[131],"30-day":[135],"postoperative":[136,142],"90%":[140],"accuracy,":[141,149],"range":[143],"motion":[145],"higher-than-85%":[148],"clinical":[151],"improvement":[152],"patient-reported":[154],"outcome":[155],"measures":[156],"above":[157],"minimal":[158],"clinically":[159],"important":[160],"differences":[161],"93%-99%":[164],"accuracy.":[165],"length":[169],"stay,":[171],"operative":[172],"time,":[173],"discharge":[174],"disposition,":[175],"hospitalization":[177],"costs.":[178],"CONCLUSION:":[179],"accurately":[182],"healthcare":[190],"utilization.":[191],"Outcomes":[192],"are":[193],"highly":[194],"dependent":[195],"type":[198],"used,":[201],"data":[202],"input,":[203],"features":[205],"selected":[206],"for":[207],"model.":[209],"LEVEL":[210],"OF":[211],"EVIDENCE:":[212],"III.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-05-05T00:00:00"}
