Artificial Intelligence Based Hierarchical Clustering of Patient Types and Intervention Categories in Adult Spinal Deformity Surgery Towards a New Classification Scheme that Predicts Quality and Value

Ames Christopher P.; Smith Justin S.; Pellise Ferran; Kelly Michael; Alanay Ahmet; Acaroglu Emre; Sanchez Perez-Grueso Francisco Javier; Kleinstueck Frank; Obeid Ibrahim; Vila-Casademunt Alba; Shaffrey Christopher I. Jr.; Burton Douglas; Lafage Virginie; Schwab Frank; Shaffrey Sr Christopher I. Sr; Bess Shay; Serra-Burriel Miguel

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Artificial Intelligence Based Hierarchical Clustering of Patient Types and Intervention Categories in Adult Spinal Deformity Surgery Towards a New Classification Scheme that Predicts Quality and Value

机译：基于人工智能的患者类型和介入类别中成年脊柱畸形手术中的分层聚类，迈向预测质量和价值的新分类方案

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摘要

Study Design. Retrospective review of prospectively-collected, multicenter adult spinal deformity (ASD) databases.

机译：学习规划。对预期收集的多中心成年脊柱畸形（ASD）数据库的回顾性审查。

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来源
《Spine》 |2019年第13期|共12页
作者
Ames Christopher P.; Smith Justin S.; Pellise Ferran; Kelly Michael; Alanay Ahmet; Acaroglu Emre; Sanchez Perez-Grueso Francisco Javier; Kleinstueck Frank; Obeid Ibrahim; Vila-Casademunt Alba; Shaffrey Christopher I. Jr.; Burton Douglas; Lafage Virginie; Schwab Frank; Shaffrey Sr Christopher I. Sr; Bess Shay; Serra-Burriel Miguel;
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作者单位

Univ Calif San Francisco Dept Neurosurg San Francisco CA 94143 USA;

Univ Virginia Med Ctr Dept Neurosurg Charlottesville VA USA;

Hosp Valle De Hebron Spine Surg Unit Barcelona Spain;

Washington Univ Dept Orthopaed Surg St Louis MO 63110 USA;

Acibadem Univ Dept Orthoped &

Traumatol Istanbul Turkey;

Ankara Spine Ctr Ankara Turkey;

Hosp Univ La Paz Spine Surg Unit Madrid Spain;

Schulthess Klin Dept Orthoped &

Neurosurg Spine Ctr Div Zurich Switzerland;

Bordeaux Univ Hosp Spine Surg Unit Bordeaux France;

Vall dHebron Inst Res VHIR Barcelona Barcelona Spain;

Vall dHebron Inst Res VHIR Barcelona Barcelona Spain;

Univ Kansas Med Ctr Dept Orthopaed Surg Kansas City KS 66103 USA;

Hosp Special Surg Dept Orthopaed Surg 535 E 70th St New York NY 10021 USA;

Hosp Special Surg Dept Orthopaed Surg 535 E 70th St New York NY 10021 USA;

Univ Virginia Med Ctr Dept Neurosurg Charlottesville VA USA;

Presbyterian St Lukes Rocky Mt Hosp Children Denver Int Spine Ctr Denver CO USA;

Univ Pompeu Fabra Ctr Res Hlth &

Econ Barcelona Spain;

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原文格式 PDF
正文语种 eng
中图分类骨科学（运动系疾病、矫形外科学）;
关键词
adult spinal deformity; artificial intelligence; classification; complications; hierarchical clustering; outcomes; predictive analytics; quality; scoliosis; surgery;

机译：成人脊柱畸形;人工智能;分类;并发症;分层聚类;结果;预测分析;质量;脊柱侧凸;手术;手术;

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专利

1. Artificial Intelligence Based Hierarchical Clustering of Patient Types and Intervention Categories in Adult Spinal Deformity Surgery Towards a New Classification Scheme that Predicts Quality and Value [J] . Ames Christopher P., Smith Justin S., Pellise Ferran, Spine . 2019,第13期

机译：基于人工智能的患者类型和介入类别中成年脊柱畸形手术中的分层聚类，迈向预测质量和价值的新分类方案
2. Incremental cost-effectiveness of adult spinal deformity surgery: Observed quality-adjusted life years with surgery compared with predicted quality-adjusted life years without surgery [J] . McCarthy, I., OBrien, Neurosurgical focus . 2014,第5期

机译：成人脊柱畸形手术的增量成本效益：与手术相比，观察到的质量调整后的终身年龄，与预测的质量调整的终身年没有手术
3. Change in Classification Grade by the SRS-Schwab Adult Spinal Deformity Classification Predicts Impact on Health-Related Quality of Life Measures Prospective Analysis of Operative and Nonoperative Treatment [J] . Justin S. Smith, Eric Klineberg, Frank Schwab, Spine . 2013,第19期

机译：SRS-Schwab成人脊柱畸形分类对分类等级的改变预测了对健康相关生活质量的影响的措施手术和非手术治疗的前瞻性分析
4. Knowledge Discovery about Quality of Life Changes of Spinal Cord Injury Patients: Clustering Based on Rules by States [C] . Karina GIBERT, Alejandro GARCIA-RUDOLPH, Lluisa CURCOLL, Medical Informatics in Europe Conference. . 2009

机译：知识发现关于脊髓损伤患者的生活质量变化：基于各国规则的聚类
5. Predicting Surgical Site Infection in Pediatric Patients Undergoing Spinal Deformity Surgery [D] . ?Matsumoto, Hiroko 2020

机译：预测脊髓畸形手术的儿科患者外科遗址感染
6. Artificial Intelligence for Adult Spinal Deformity [O] . Rushikesh S. Joshi, Alexander F. Haddad, Darryl Lau, 2019

机译：成年人脊柱畸形的人工智能
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Artificial Intelligence Based Hierarchical Clustering of Patient Types and Intervention Categories in Adult Spinal Deformity Surgery Towards a New Classification Scheme that Predicts Quality and Value

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