Alexander Z. Wang, Ringo K. Leung, Christopher R. Roxbury
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Therefore, this study seeks to describe the impact of LDB on ESS rates in teens and young adults with CRS.</p><p>The Merative MarketScan Commercial Claims & Encounters Database Outpatient Services Table (CCAEOST) is a collection of deidentified US commercial insurance claims for medical services provided in an outpatient facility for individuals not eligible for Medicare.</p><p>We compiled all claims with a primary diagnosis of CRS, as defined by ICD-10-CM codes. For all patients in a given year, only the earliest claim in which the primary diagnosis was ICD-10-CM codes J32.0 (chronic maxillary sinusitis), J32.1 (chronic frontal sinusitis), J32.2 (chronic ethmoidal sinusitis), J32.3 (chronic sphenoidal sinusitis), J32.4 (chronic pansinusitis), J32.8 (other chronic sinusitis), and J32.9 (chronic unspecified sinusitis) was included in our analytic sample. We calculated patients’ Charlson comorbidity index (CCI) using a modified version of the code created by Beyrer et al. [<span>8</span>]. Initial screening and CCI calculation were performed in SAS Software Version 9.4 (SAS Institute Inc.).</p><p>After this initial screen, we only included claims with a primary procedure code in level 1 of the Healthcare Common Procedure Coding System (HCPCS), which includes codes in the Current Procedural Terminology (CPT). Patients were categorized as receiving ESS if their primary procedure code was one of the codes in Table S1. Using a regression discontinuity design, we analyzed the difference in rates of ESS for CRS by age, while adjusting for sex, comorbidities CCI, and primary diagnosis. Secondary screening and analysis were conducted in Stata Version 18 (StataCorp).</p><p>Our analytic sample included 1,483,163 claims. Note that 38.7% (<i>n</i> = 574,294) of patients were male. Patients spanned all ages from 0 to 65 (mean: 39.7). The most common diagnosis was chronic unspecified sinusitis (<i>n</i> = 1,001,059), followed by chronic maxillary sinusitis (<i>n</i> = 214,143). The average CCI for the entire cohort was 0.19 (range: 0–15). Note that 20,523 patients received ESS for CRS (1.38%). Patients diagnosed with chronic unspecified sinusitis received surgery at the lowest rate (0.30%), whereas those with chronic sphenoidal sinusitis received surgery at the highest rate (6.26%). Table 1 summarizes our cohort characteristics, stratified by patients that did and did not receive ESS.</p><p>Regression discontinuity showed that 20-year-olds were 35% more likely to receive surgery than 19-year-olds, even after adjusting for sex, CCI, and primary diagnosis (<i>p</i> = 0.02). Two procedures accounted for the majority of increased surgeries: submucosal resection of the inferior turbinate (CPT code 30140) and nasal/sinus endoscopy with biopsy, polypectomy, or debridement (CPT code 3137). This increased rate of surgery was sustained for all patients who were older than 20 years, with a consistent and gradual decline in rate of ESS (Figure 1). As sensitivity analyses, we checked whether discontinuities existed at surrounding cutoff points (18, 19, 21) and found no significant discontinuities (18: <i>p</i> = 0.09, 19: <i>p</i> = 0.412, 21: <i>p</i> = 0.167).</p><p>This is the first study to assess LDB in surgical CRS management. Our findings suggest that cognitive biases like LDB may lead to arbitrary delays in surgical treatment for CRS symptoms, despite clinical indication. If clinicians hesitate to consider patients as surgical candidates due to LDB, they may similarly downplay surgical treatment as an option while counseling patients. Thus, the impact of LDB may be two-pronged: restricting access to ESS and indirectly decreasing patient satisfaction in those who do receive ESS by delaying pre-operative counseling and expectation-setting. Standardizing treatment guidelines should be a priority to mitigate the effects of LDB in this patient population.</p><p>In addition to physician decision-making, there are several factors from the patient's perspective that must be considered. Patient preference and life-events (i.e., patient's transition from high school to college/work) may contribute to decreased willingness to pursue ESS at 19 years of age; however, previous research found that patients may rely on counseling from otolaryngologists when deciding to pursue surgery for CRS, suggesting that physicians can still play a key role in mitigating LDB [<span>9</span>]. Another consideration is transition of care from pediatric to adult otolaryngologists. Pediatric otolaryngologists may have a higher threshold for surgery than adult otolaryngologists. Conversely, adult otolaryngologists may opt to retry medical management, delaying surgery until the patient attained 20 years of age. While transition of care may be a factor, previous research found that 46% of pediatric otolaryngologists transfer care when patients are of 21+ years, suggesting that practice pattern differences between subspecialties may not ultimately be the driving factor for the disparity in surgery between 19- and 20-year-olds found in our analysis [<span>10</span>].</p><p>Our study has some limitations. Notably, the MarketScan dataset does not include information on race, ethnicity, or disease severity, which may confound our findings. Nonetheless, the use of a large, nationwide dataset enhances the reliability of our results.</p><p>In addition to other factors, LDB may impact the decision to pursue ESS for CRS in young adults. This highlights the importance of being aware of cognitive biases in clinical decision-making.</p><p>The authors have nothing to report.</p>","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":"15 6","pages":"648-650"},"PeriodicalIF":7.2000,"publicationDate":"2025-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/alr.23544","citationCount":"0","resultStr":"{\"title\":\"Left-Digit Bias in Surgical Management of Chronic Rhinosinusitis in Young Adults\",\"authors\":\"Alexander Z. Wang, Ringo K. Leung, Christopher R. Roxbury\",\"doi\":\"10.1002/alr.23544\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Previous concerns about the effects of endoscopic sinus surgery (ESS) on facial development, which have subsequently been disproven, may lead to withholding of surgical therapy in teens [<span>1-3</span>]. This potential withholding of surgery may be further compounded by a phenomenon known as left-digit bias (LDB).</p><p>LDB is a psychological phenomenon in which people tend to focus on the leftmost digit of a number [<span>4</span>]. Previous work has shown LDB impacting clinical decision-making in many fields, but there are no studies assessing LDB in the surgical management of chronic rhinosinusitis (CRS) [<span>5-7</span>]. Therefore, this study seeks to describe the impact of LDB on ESS rates in teens and young adults with CRS.</p><p>The Merative MarketScan Commercial Claims & Encounters Database Outpatient Services Table (CCAEOST) is a collection of deidentified US commercial insurance claims for medical services provided in an outpatient facility for individuals not eligible for Medicare.</p><p>We compiled all claims with a primary diagnosis of CRS, as defined by ICD-10-CM codes. For all patients in a given year, only the earliest claim in which the primary diagnosis was ICD-10-CM codes J32.0 (chronic maxillary sinusitis), J32.1 (chronic frontal sinusitis), J32.2 (chronic ethmoidal sinusitis), J32.3 (chronic sphenoidal sinusitis), J32.4 (chronic pansinusitis), J32.8 (other chronic sinusitis), and J32.9 (chronic unspecified sinusitis) was included in our analytic sample. We calculated patients’ Charlson comorbidity index (CCI) using a modified version of the code created by Beyrer et al. [<span>8</span>]. Initial screening and CCI calculation were performed in SAS Software Version 9.4 (SAS Institute Inc.).</p><p>After this initial screen, we only included claims with a primary procedure code in level 1 of the Healthcare Common Procedure Coding System (HCPCS), which includes codes in the Current Procedural Terminology (CPT). Patients were categorized as receiving ESS if their primary procedure code was one of the codes in Table S1. Using a regression discontinuity design, we analyzed the difference in rates of ESS for CRS by age, while adjusting for sex, comorbidities CCI, and primary diagnosis. Secondary screening and analysis were conducted in Stata Version 18 (StataCorp).</p><p>Our analytic sample included 1,483,163 claims. Note that 38.7% (<i>n</i> = 574,294) of patients were male. Patients spanned all ages from 0 to 65 (mean: 39.7). The most common diagnosis was chronic unspecified sinusitis (<i>n</i> = 1,001,059), followed by chronic maxillary sinusitis (<i>n</i> = 214,143). The average CCI for the entire cohort was 0.19 (range: 0–15). Note that 20,523 patients received ESS for CRS (1.38%). Patients diagnosed with chronic unspecified sinusitis received surgery at the lowest rate (0.30%), whereas those with chronic sphenoidal sinusitis received surgery at the highest rate (6.26%). Table 1 summarizes our cohort characteristics, stratified by patients that did and did not receive ESS.</p><p>Regression discontinuity showed that 20-year-olds were 35% more likely to receive surgery than 19-year-olds, even after adjusting for sex, CCI, and primary diagnosis (<i>p</i> = 0.02). Two procedures accounted for the majority of increased surgeries: submucosal resection of the inferior turbinate (CPT code 30140) and nasal/sinus endoscopy with biopsy, polypectomy, or debridement (CPT code 3137). This increased rate of surgery was sustained for all patients who were older than 20 years, with a consistent and gradual decline in rate of ESS (Figure 1). As sensitivity analyses, we checked whether discontinuities existed at surrounding cutoff points (18, 19, 21) and found no significant discontinuities (18: <i>p</i> = 0.09, 19: <i>p</i> = 0.412, 21: <i>p</i> = 0.167).</p><p>This is the first study to assess LDB in surgical CRS management. Our findings suggest that cognitive biases like LDB may lead to arbitrary delays in surgical treatment for CRS symptoms, despite clinical indication. If clinicians hesitate to consider patients as surgical candidates due to LDB, they may similarly downplay surgical treatment as an option while counseling patients. Thus, the impact of LDB may be two-pronged: restricting access to ESS and indirectly decreasing patient satisfaction in those who do receive ESS by delaying pre-operative counseling and expectation-setting. Standardizing treatment guidelines should be a priority to mitigate the effects of LDB in this patient population.</p><p>In addition to physician decision-making, there are several factors from the patient's perspective that must be considered. Patient preference and life-events (i.e., patient's transition from high school to college/work) may contribute to decreased willingness to pursue ESS at 19 years of age; however, previous research found that patients may rely on counseling from otolaryngologists when deciding to pursue surgery for CRS, suggesting that physicians can still play a key role in mitigating LDB [<span>9</span>]. Another consideration is transition of care from pediatric to adult otolaryngologists. Pediatric otolaryngologists may have a higher threshold for surgery than adult otolaryngologists. Conversely, adult otolaryngologists may opt to retry medical management, delaying surgery until the patient attained 20 years of age. While transition of care may be a factor, previous research found that 46% of pediatric otolaryngologists transfer care when patients are of 21+ years, suggesting that practice pattern differences between subspecialties may not ultimately be the driving factor for the disparity in surgery between 19- and 20-year-olds found in our analysis [<span>10</span>].</p><p>Our study has some limitations. Notably, the MarketScan dataset does not include information on race, ethnicity, or disease severity, which may confound our findings. Nonetheless, the use of a large, nationwide dataset enhances the reliability of our results.</p><p>In addition to other factors, LDB may impact the decision to pursue ESS for CRS in young adults. 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引用次数: 0
摘要
先前关于内窥镜鼻窦手术(ESS)对面部发育影响的担忧,后来被证明是错误的,这可能导致青少年不接受手术治疗[1-3]。这种潜在的推迟手术可能会因左指偏倚(LDB)现象而进一步复杂化。LDB是一种心理现象,人们倾向于关注数字b[4]的最左边的数字。以往的研究表明,LDB在许多领域影响临床决策,但尚无研究评估LDB在慢性鼻窦炎(CRS)手术治疗中的作用[5-7]。因此,本研究旨在描述LDB对青少年和青年CRS患者ESS发生率的影响。商业索赔的市场价值邂逅数据库门诊服务表(CCAEOST)是一个未识别的美国商业保险索赔的集合,用于在门诊设施中为不符合医疗保险资格的个人提供医疗服务。根据ICD-10-CM代码的定义,我们汇总了所有初步诊断为CRS的索赔。在给定年份的所有患者中,只有最初诊断为ICD-10-CM代码J32.0(慢性上颌窦炎)、J32.1(慢性额窦炎)、J32.2(慢性筛窦炎)、J32.3(慢性蝶窦炎)、J32.4(慢性全鼻窦炎)、J32.8(其他慢性鼻窦炎)和J32.9(慢性未指明鼻窦炎)的最早索赔被纳入我们的分析样本。我们使用Beyrer等人创建的代码的修改版本计算了患者的Charlson合并症指数(CCI)。初步筛选和CCI计算采用SAS Software Version 9.4 (SAS Institute Inc.)。在初始筛选之后,我们只纳入了医疗保健通用程序编码系统(HCPCS)第1级中具有主要程序代码的索赔,其中包括当前程序术语(CPT)中的代码。如果患者的主要手术代码是表S1中的代码之一,则将其归类为接受ESS。采用非连续性回归设计,我们分析了不同年龄CRS患者ESS发生率的差异,同时调整了性别、合并症CCI和初次诊断。在Stata Version 18 (StataCorp)软件中进行二次筛选和分析。我们的分析样本包括1,483,163项索赔。注意38.7% (n = 574,294)的患者为男性。患者年龄从0岁到65岁不等(平均:39.7岁)。最常见的诊断是慢性不明鼻窦炎(n = 1,001,059),其次是慢性上颌鼻窦炎(n = 214,143)。整个队列的平均CCI为0.19(范围:0-15)。值得注意的是,20,523例CRS患者接受ESS治疗(1.38%)。诊断为慢性不明原因鼻窦炎的患者手术率最低(0.30%),而诊断为慢性蝶窦性鼻窦炎的患者手术率最高(6.26%)。表1总结了我们的队列特征,按接受和未接受ESS的患者进行分层。回归不连续显示,20岁的患者接受手术的可能性比19岁的患者高35%,即使在调整性别、CCI和初次诊断后也是如此(p = 0.02)。两种手术占增加手术的大部分:下鼻甲粘膜下切除术(CPT代码30140)和鼻/鼻窦内镜活检、息肉切除术或清创(CPT代码3137)。在所有年龄大于20岁的患者中,手术率持续上升,ESS发生率持续且逐渐下降(图1)。作为敏感性分析,我们检查了周围截断点(18,19,21)是否存在不连续,没有发现明显的不连续(18:p = 0.09, 19: p = 0.412, 21: p = 0.167)。这是第一个评估外科CRS治疗中LDB的研究。我们的研究结果表明,尽管有临床适应症,但像LDB这样的认知偏差可能导致CRS症状的手术治疗任意延迟。如果临床医生因LDB而犹豫是否考虑患者进行手术治疗,他们在咨询患者时可能同样会淡化手术治疗作为一种选择。因此,LDB的影响可能是双管齐下的:限制获得ESS的机会,并通过延迟术前咨询和期望设定间接降低接受ESS的患者满意度。标准化治疗指南应该是减轻LDB在这一患者群体中的影响的优先事项。除了医生的决策,还有几个因素,从病人的角度来看,必须考虑。患者偏好和生活事件(即患者从高中到大学/工作的过渡)可能导致患者在19岁时追求ESS的意愿下降;然而,先前的研究发现,当患者决定进行CRS手术时,可能会依赖耳鼻喉科医生的咨询,这表明医生仍然可以在减轻LDB bb0方面发挥关键作用。另一个需要考虑的问题是从儿科到成人耳鼻喉科医生的护理过渡。 儿科耳鼻喉科医生可能比成人耳鼻喉科医生有更高的手术门槛。相反,成年耳鼻喉科医生可能会选择重新进行医疗管理,将手术推迟到患者20岁。虽然护理过渡可能是一个因素,但先前的研究发现,46%的儿科耳鼻喉科医生在患者21岁以上时转移护理,这表明亚专科之间的实践模式差异可能最终不是我们分析中发现的19岁和20岁之间手术差异的驱动因素。我们的研究有一些局限性。值得注意的是,MarketScan数据集不包括种族、民族或疾病严重程度的信息,这可能会混淆我们的研究结果。尽管如此,使用全国性的大型数据集提高了我们结果的可靠性。除其他因素外,LDB可能会影响年轻人对CRS进行ESS治疗的决定。这突出了在临床决策中意识到认知偏差的重要性。作者没有什么可报告的。
Left-Digit Bias in Surgical Management of Chronic Rhinosinusitis in Young Adults
Previous concerns about the effects of endoscopic sinus surgery (ESS) on facial development, which have subsequently been disproven, may lead to withholding of surgical therapy in teens [1-3]. This potential withholding of surgery may be further compounded by a phenomenon known as left-digit bias (LDB).
LDB is a psychological phenomenon in which people tend to focus on the leftmost digit of a number [4]. Previous work has shown LDB impacting clinical decision-making in many fields, but there are no studies assessing LDB in the surgical management of chronic rhinosinusitis (CRS) [5-7]. Therefore, this study seeks to describe the impact of LDB on ESS rates in teens and young adults with CRS.
The Merative MarketScan Commercial Claims & Encounters Database Outpatient Services Table (CCAEOST) is a collection of deidentified US commercial insurance claims for medical services provided in an outpatient facility for individuals not eligible for Medicare.
We compiled all claims with a primary diagnosis of CRS, as defined by ICD-10-CM codes. For all patients in a given year, only the earliest claim in which the primary diagnosis was ICD-10-CM codes J32.0 (chronic maxillary sinusitis), J32.1 (chronic frontal sinusitis), J32.2 (chronic ethmoidal sinusitis), J32.3 (chronic sphenoidal sinusitis), J32.4 (chronic pansinusitis), J32.8 (other chronic sinusitis), and J32.9 (chronic unspecified sinusitis) was included in our analytic sample. We calculated patients’ Charlson comorbidity index (CCI) using a modified version of the code created by Beyrer et al. [8]. Initial screening and CCI calculation were performed in SAS Software Version 9.4 (SAS Institute Inc.).
After this initial screen, we only included claims with a primary procedure code in level 1 of the Healthcare Common Procedure Coding System (HCPCS), which includes codes in the Current Procedural Terminology (CPT). Patients were categorized as receiving ESS if their primary procedure code was one of the codes in Table S1. Using a regression discontinuity design, we analyzed the difference in rates of ESS for CRS by age, while adjusting for sex, comorbidities CCI, and primary diagnosis. Secondary screening and analysis were conducted in Stata Version 18 (StataCorp).
Our analytic sample included 1,483,163 claims. Note that 38.7% (n = 574,294) of patients were male. Patients spanned all ages from 0 to 65 (mean: 39.7). The most common diagnosis was chronic unspecified sinusitis (n = 1,001,059), followed by chronic maxillary sinusitis (n = 214,143). The average CCI for the entire cohort was 0.19 (range: 0–15). Note that 20,523 patients received ESS for CRS (1.38%). Patients diagnosed with chronic unspecified sinusitis received surgery at the lowest rate (0.30%), whereas those with chronic sphenoidal sinusitis received surgery at the highest rate (6.26%). Table 1 summarizes our cohort characteristics, stratified by patients that did and did not receive ESS.
Regression discontinuity showed that 20-year-olds were 35% more likely to receive surgery than 19-year-olds, even after adjusting for sex, CCI, and primary diagnosis (p = 0.02). Two procedures accounted for the majority of increased surgeries: submucosal resection of the inferior turbinate (CPT code 30140) and nasal/sinus endoscopy with biopsy, polypectomy, or debridement (CPT code 3137). This increased rate of surgery was sustained for all patients who were older than 20 years, with a consistent and gradual decline in rate of ESS (Figure 1). As sensitivity analyses, we checked whether discontinuities existed at surrounding cutoff points (18, 19, 21) and found no significant discontinuities (18: p = 0.09, 19: p = 0.412, 21: p = 0.167).
This is the first study to assess LDB in surgical CRS management. Our findings suggest that cognitive biases like LDB may lead to arbitrary delays in surgical treatment for CRS symptoms, despite clinical indication. If clinicians hesitate to consider patients as surgical candidates due to LDB, they may similarly downplay surgical treatment as an option while counseling patients. Thus, the impact of LDB may be two-pronged: restricting access to ESS and indirectly decreasing patient satisfaction in those who do receive ESS by delaying pre-operative counseling and expectation-setting. Standardizing treatment guidelines should be a priority to mitigate the effects of LDB in this patient population.
In addition to physician decision-making, there are several factors from the patient's perspective that must be considered. Patient preference and life-events (i.e., patient's transition from high school to college/work) may contribute to decreased willingness to pursue ESS at 19 years of age; however, previous research found that patients may rely on counseling from otolaryngologists when deciding to pursue surgery for CRS, suggesting that physicians can still play a key role in mitigating LDB [9]. Another consideration is transition of care from pediatric to adult otolaryngologists. Pediatric otolaryngologists may have a higher threshold for surgery than adult otolaryngologists. Conversely, adult otolaryngologists may opt to retry medical management, delaying surgery until the patient attained 20 years of age. While transition of care may be a factor, previous research found that 46% of pediatric otolaryngologists transfer care when patients are of 21+ years, suggesting that practice pattern differences between subspecialties may not ultimately be the driving factor for the disparity in surgery between 19- and 20-year-olds found in our analysis [10].
Our study has some limitations. Notably, the MarketScan dataset does not include information on race, ethnicity, or disease severity, which may confound our findings. Nonetheless, the use of a large, nationwide dataset enhances the reliability of our results.
In addition to other factors, LDB may impact the decision to pursue ESS for CRS in young adults. This highlights the importance of being aware of cognitive biases in clinical decision-making.
期刊介绍:
International Forum of Allergy & Rhinologyis a peer-reviewed scientific journal, and the Official Journal of the American Rhinologic Society and the American Academy of Otolaryngic Allergy.
International Forum of Allergy Rhinology provides a forum for clinical researchers, basic scientists, clinicians, and others to publish original research and explore controversies in the medical and surgical treatment of patients with otolaryngic allergy, rhinologic, and skull base conditions. The application of current research to the management of otolaryngic allergy, rhinologic, and skull base diseases and the need for further investigation will be highlighted.