Does state malpractice environment affect outcomes following spinal fusions? A robust statistical and machine learning analysis of 549,775 discharges following spinal fusion surgery in the United States.

Chan, Andrew K; Santacatterina, Michele; Pennicooke, Brenton; Shahrestani, Shane; Ballatori, Alexander M; Orrico, Katie O; Burke, John F; Manley, Geoffrey T; Tarapore, Phiroz E; Huang, Michael C; Dhall, Sanjay S; Chou, Dean; Mummaneni, Praveen V; DiGiorgio, Anthony M

Chan, Andrew K; Santacatterina, Michele; Pennicooke, Brenton; Shahrestani, Shane; Ballatori, Alexander M; Orrico, Katie O; Burke, John F; Manley, Geoffrey T; Tarapore, Phiroz E; Huang, Michael C; Dhall, Sanjay S; Chou, Dean; Mummaneni, Praveen V; DiGiorgio, Anthony M.

Afiliação

Chan AK; 1Department of Neurological Surgery, University of California, San Francisco, California.
Santacatterina M; 2Cornell TRIPODS Center for Data Science for Improved Decision-Making and Cornell Tech, Cornell University, New York, New York.
Pennicooke B; 1Department of Neurological Surgery, University of California, San Francisco, California.
Shahrestani S; 3Keck School of Medicine, University of Southern California, Los Angeles, California; and.
Ballatori AM; 3Keck School of Medicine, University of Southern California, Los Angeles, California; and.
Orrico KO; 4American Association of Neurological Surgeons/Congress of Neurological Surgeons Washington Office, Washington, DC.
Burke JF; 1Department of Neurological Surgery, University of California, San Francisco, California.
Manley GT; 1Department of Neurological Surgery, University of California, San Francisco, California.
Tarapore PE; 1Department of Neurological Surgery, University of California, San Francisco, California.
Huang MC; 1Department of Neurological Surgery, University of California, San Francisco, California.
Dhall SS; 1Department of Neurological Surgery, University of California, San Francisco, California.
Chou D; 1Department of Neurological Surgery, University of California, San Francisco, California.
Mummaneni PV; 1Department of Neurological Surgery, University of California, San Francisco, California.
DiGiorgio AM; 1Department of Neurological Surgery, University of California, San Francisco, California.

Neurosurg Focus ; 49(5): E18, 2020 11.

Article em En | MEDLINE | ID: mdl-33130616

Assuntos

Imperícia; Fusão Vertebral; Humanos; Tempo de Internação; Aprendizado de Máquina; Alta do Paciente; Fusão Vertebral/efeitos adversos; Estados Unidos

Palavras-chave

DRG = diagnosis-related group; GBC = gradient boosting classifier; GBR = gradient boosting regressor; ICD-9-CM = International Classification of Diseases, Ninth Revision, Clinical Modification; LOS = length of stay; MICE = multivariate imputation by chained equations; NIS = Nationwide Inpatient Sample; NPDB = National Practitioner Data Bank; claims; liability; malpractice; spine; surgery; tort

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Fusão Vertebral / Imperícia Tipo de estudo: Prognostic_studies Limite: Humans País/Região como assunto: America do norte Idioma: En Revista: Neurosurg Focus Assunto da revista: NEUROCIRURGIA Ano de publicação: 2020 Tipo de documento: Article

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