Determining the association of insurance coverage and survival outcomes in patients with olfactory neuroblastoma utilizing machine learning

被引：0
作者：
Fenton, David [1 ]
Diaz, Ashley [1 ]
Chen, Haobin [2 ]
Armstrong, Mikhayla [1 ]
Auger, Samuel [3 ]
Bujnowski, Daniel [4 ]
Pedroza, Alena [5 ]
Polster, Sean [6 ]
Das, Paramita [6 ]
Horowitz, Peleg [6 ]
Roxbury, Christopher [3 ,7 ]
机构：
[1] Univ Chicago, Pritzker Sch Med, Chicago, IL USA
[2] Dartmouth Coll, Geisel Sch Med, Program Quantitat Biomed Sci, Hanover, NH USA
[3] Univ Chicago, Dept Surg, Sect Otolaryngol, Chicago, IL USA
[4] Loyola Univ Chicago, Stritch Sch Med, Maywood, IL USA
[5] Univ Chicago, Div Biol Sci, Chicago, IL USA
[6] Univ Chicago, Dept Surg, Sect Neurol Surg, Chicago, IL USA
[7] Univ Chicago, Pritzker Sch Med, 5841 South Maryland Ave, Chicago, IL 60637 USA
来源：
INTERNATIONAL FORUM OF ALLERGY & RHINOLOGY | 2023年 / 13卷 / 11期
关键词：
olfaction; olfactory disorders; sinus surgery; HEALTH-INSURANCE; DIAGNOSIS; IMPACT; CANCER; STAGE;
D O I：
10.1002/alr.23172
中图分类号：
R76 [耳鼻咽喉科学];
学科分类号：
100213 ;
摘要：
Key points: We use machine learning to examine health insurance and mortality in olfactory neuroblastoma. Private insurance significantly improved survival even after adjusting for confounders. The regression model also found no statistical difference between Medicare and no insurance. © 2023 ARS-AAOA, LLC.
引用
收藏
页码：2082 / 2085
页数：4
相关论文
共 9 条
[1]   Martingale residual-based method to control for confounders measured only in a validation sample in time-to-event analysis [J].
Burne, Rebecca M. ;
Abrahamowicz, Michal .
STATISTICS IN MEDICINE, 2016, 35 (25) :4588-4606
[2]   Health insurance and stage at diagnosis of laryngeal cancer - Does insurance type predict stage at diagnosis? [J].
Chen, Amy Y. ;
Schrag, Nicole M. ;
Halpern, Michael ;
Stewart, Andrew ;
Ward, Elizabeth M. .
ARCHIVES OF OTOLARYNGOLOGY-HEAD & NECK SURGERY, 2007, 133 (08) :784-790
[3]   The impact of health insurance status on stage at diagnosis of oropharyngeal cancer [J].
Chen, Amy Y. ;
Schrag, Nicole M. ;
Halpern, Michael T. ;
Ward, Elizabeth M. .
CANCER, 2007, 110 (02) :395-402
[4]   Health Insurance Coverage and Survival Outcomes among Nasopharyngeal Carcinoma Patients: A SEER Retrospective Analysis [J].
Diaz, Ashley ;
Bujnowski, Daniel ;
Chen, Haobin ;
Pendergrast, Keaton ;
Horowitz, Peleg ;
Das, Paramita ;
Roxbury, Christopher .
JOURNAL OF NEUROLOGICAL SURGERY PART B-SKULL BASE, 2023, 84 (03) :240-247
[5]   Hyams grading as a predictor of metastasis and overall survival in esthesioneuroblastoma: a meta-analysis [J].
Goshtasbi, Khodayar ;
Abiri, Arash ;
Abouzari, Mehdi ;
Sahyouni, Ronald ;
Wang, Beverly Y. ;
Tajudeen, Bobby A. ;
Hsu, Frank P. K. ;
Cadena, Gilbert ;
Kuan, Edward C. .
INTERNATIONAL FORUM OF ALLERGY & RHINOLOGY, 2019, 9 (09) :1054-1062
[6]   Prognostic significance of Kadish staging in esthesioneuroblastoma: An analysis of the National Cancer Database [J].
Konuthula, Neeraja ;
Iloreta, Alfred M. ;
Miles, Brett ;
Rhome, Ryan ;
Ozbek, Umut ;
Genden, Eric M. ;
Posner, Marshall ;
Misiukiewicz, Krzysztof ;
Govindaraj, Satish ;
Shrivastava, Raj ;
Gupta, Vishal ;
Bakst, Richard L. .
HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK, 2017, 39 (10) :1962-1968
[7]   The Impact of Health Insurance Status on the Survival of Patients With Head and Neck Cancer [J].
Kwok, Joseph ;
Langevin, Scott M. ;
Argiris, Athanassios ;
Grandis, Jennifer R. ;
Gooding, William E. ;
Taioli, Emanuela .
CANCER, 2010, 116 (02) :476-485
[8]   OUTCOME AND PROGNOSTIC FACTORS IN OLFACTORY NEUROBLASTOMA: A RARE CANCER NETWORK STUDY [J].
Ozsahin, Mahmut ;
Gruber, Guenther ;
Olszyk, Olimpia ;
Karakoyun-Celik, Omur ;
Pehlivan, Berrin ;
Azria, David ;
Roelandts, Martine ;
Kaanders, Johannes H. A. M. ;
Cengiz, Mustafa ;
Krengli, Marco ;
Matzinger, Oscar ;
Zouhair, Abderrahim .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2010, 78 (04) :992-997
[9]   Survival outcomes for head and neck patients with Medicaid: A health insurance paradox [J].
Pannu, Jaibir S. ;
Simpson, Matthew C. ;
Boakye, Eric Adjei ;
Massa, Sean T. ;
Cass, Lauren M. ;
Challapalli, Sai D. ;
Rohde, Rebecca L. ;
Osazuwa-Peters, Nosayaba .
HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK, 2021, 43 (07) :2136-2147
1