{"id":"https://openalex.org/W4295008366","doi":"https://doi.org/10.1016/j.wneu.2022.08.149","title":"Implementation of Machine Learning to Predict Cost of Care Associated with Ambulatory Single-Level Lumbar Decompression","display_name":"Implementation of Machine Learning to Predict Cost of Care Associated with Ambulatory Single-Level Lumbar Decompression","publication_year":2022,"publication_date":"2022-09-09","ids":{"openalex":"https://openalex.org/W4295008366","doi":"https://doi.org/10.1016/j.wneu.2022.08.149","pmid":"https://pubmed.ncbi.nlm.nih.gov/36089278"},"language":"en","primary_location":{"id":"doi:10.1016/j.wneu.2022.08.149","doi":"https://doi.org/10.1016/j.wneu.2022.08.149","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.wneu.2022.08.149","pdf_url":null,"source":{"id":"https://openalex.org/S59624048","display_name":"World Neurosurgery","issn_l":"1878-8750","issn":["1878-8750","1878-8769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Neurosurgery","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070978466","display_name":"Harold I. Salmons","orcid":"https://orcid.org/0000-0003-4124-9657","observed_orcids":["https://orcid.org/0000-0003-4124-9657"]},"institutions":[{"id":"https://openalex.org/I1330342723","display_name":"Mayo Clinic","ror":"https://ror.org/02qp3tb03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Harold I. Salmons","raw_affiliation_strings":["Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA. Electronic address: salmons.harold@mayo.edu","Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA"],"raw_orcid":"https://orcid.org/0000-0003-4124-9657","affiliations":[{"raw_affiliation_string":"Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA. Electronic address: salmons.harold@mayo.edu","institution_ids":["https://openalex.org/I1330342723"]},{"raw_affiliation_string":"Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA","institution_ids":["https://openalex.org/I1330342723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042401335","display_name":"Yining Lu","orcid":"https://orcid.org/0000-0002-3967-645X","observed_orcids":["https://orcid.org/0000-0002-3967-645X","https://orcid.org/0009-0008-4232-793X"]},"institutions":[{"id":"https://openalex.org/I1330342723","display_name":"Mayo Clinic","ror":"https://ror.org/02qp3tb03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yining Lu","raw_affiliation_strings":["Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA","institution_ids":["https://openalex.org/I1330342723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068825394","display_name":"Ryder R. Reed","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1330342723","display_name":"Mayo Clinic","ror":"https://ror.org/02qp3tb03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryder R. Reed","raw_affiliation_strings":["Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA","institution_ids":["https://openalex.org/I1330342723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084967312","display_name":"Brian Forsythe","orcid":"https://orcid.org/0000-0003-1665-5872","observed_orcids":["https://orcid.org/0000-0003-1665-5872"]},"institutions":[{"id":"https://openalex.org/I1285301757","display_name":"Rush University Medical Center","ror":"https://ror.org/01j7c0b24","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285301757"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian Forsythe","raw_affiliation_strings":["Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA","institution_ids":["https://openalex.org/I1285301757"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014056772","display_name":"Arjun S. Sebastian","orcid":"https://orcid.org/0000-0002-6590-7397","observed_orcids":["https://orcid.org/0000-0002-6590-7397"]},"institutions":[{"id":"https://openalex.org/I1330342723","display_name":"Mayo Clinic","ror":"https://ror.org/02qp3tb03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arjun S. Sebastian","raw_affiliation_strings":["Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota, USA","institution_ids":["https://openalex.org/I1330342723"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5070978466"],"corresponding_institution_ids":["https://openalex.org/I1330342723"],"apc_list":{"value":2810,"currency":"EUR","value_usd":3210},"apc_paid":null,"fwci":1.4062,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.78607608,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"167","issue":null,"first_page":"e1072","last_page":"e1079"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10238","display_name":"Spine and Intervertebral Disc Pathology","score":0.6147000193595886,"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/T10238","display_name":"Spine and Intervertebral Disc Pathology","score":0.6147000193595886,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.13779999315738678,"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"}},{"id":"https://openalex.org/T10391","display_name":"Healthcare Policy and Management","score":0.06970000267028809,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cost-forecasting","display_name":"cost prediction","score":0.6610000133514404},{"id":"https://openalex.org/keywords/outpatient-surgery","display_name":"outpatient surgery","score":0.7049999833106995},{"id":"https://openalex.org/keywords/outpatient-spine-surgery","display_name":"outpatient spine surgery","score":0.9440000057220459},{"id":"https://openalex.org/keywords/value-based-health-care","display_name":"value-based care","score":0.7110000252723694},{"id":"https://openalex.org/keywords/cost-drivers","display_name":"cost drivers","score":0.6690000295639038},{"id":"https://openalex.org/keywords/anesthesia-type","display_name":"anesthesia type","score":0.5360000133514404},{"id":"https://openalex.org/keywords/operating-room-time","display_name":"operating room time","score":0.9190000295639038},{"id":"https://openalex.org/keywords/comorbidity-index","display_name":"comorbidity index","score":0.621999979019165},{"id":"https://openalex.org/keywords/insurance-status","display_name":"insurance status","score":0.5460000038146973},{"id":"https://openalex.org/keywords/workers-compensation","display_name":"workers' compensation","score":0.6330000162124634},{"id":"https://openalex.org/keywords/web-application","display_name":"web application","score":0.39899998903274536}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8844008445739746},{"id":"https://openalex.org/C35785553","wikidata":"https://www.wikidata.org/wiki/Q756720","display_name":"Ambulatory","level":2,"score":0.7054342031478882},{"id":"https://openalex.org/C2779480328","wikidata":"https://www.wikidata.org/wiki/Q1183684","display_name":"Decompression","level":2,"score":0.6540674567222595},{"id":"https://openalex.org/C44575665","wikidata":"https://www.wikidata.org/wiki/Q1293405","display_name":"Lumbar","level":2,"score":0.5527870059013367},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5090617537498474},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.47833821177482605},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4110575318336487},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35858553647994995},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.3382081687450409},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.32276567816734314},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2127460539340973},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003664","descriptor_name":"Decompression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.wneu.2022.08.149","doi":"https://doi.org/10.1016/j.wneu.2022.08.149","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.wneu.2022.08.149","pdf_url":null,"source":{"id":"https://openalex.org/S59624048","display_name":"World Neurosurgery","issn_l":"1878-8750","issn":["1878-8750","1878-8769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Neurosurgery","raw_type":"journal-article"},{"id":"pmid:36089278","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36089278","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":"World neurosurgery","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9476000070571899,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1581514961","https://openalex.org/W2007778566","https://openalex.org/W2037460094","https://openalex.org/W2057780602","https://openalex.org/W2064186732","https://openalex.org/W2073405308","https://openalex.org/W2136085913","https://openalex.org/W2334138779","https://openalex.org/W2498119267","https://openalex.org/W2562251009","https://openalex.org/W2625956507","https://openalex.org/W2736489130","https://openalex.org/W2788831478","https://openalex.org/W2790233912","https://openalex.org/W2802073664","https://openalex.org/W2889601236","https://openalex.org/W2891385203","https://openalex.org/W2893718330","https://openalex.org/W2914645148","https://openalex.org/W2917605654","https://openalex.org/W2922704543","https://openalex.org/W2950675583","https://openalex.org/W2966129221","https://openalex.org/W2972608435","https://openalex.org/W2996476125","https://openalex.org/W2998718550","https://openalex.org/W3003456277","https://openalex.org/W3004823916","https://openalex.org/W3036557085","https://openalex.org/W3085148989","https://openalex.org/W3107981314","https://openalex.org/W4200603820"],"related_works":["https://openalex.org/W2802073664","https://openalex.org/W4306686800","https://openalex.org/W4409525316","https://openalex.org/W3215698815","https://openalex.org/W4412617403","https://openalex.org/W4200603820","https://openalex.org/W6889850301","https://openalex.org/W2788831478","https://openalex.org/W7140475086","https://openalex.org/W4280532019"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2022-09-09T00:00:00"}