The economic burden of depression among adults with rheumatoid arthritis in the United States

Aims: Depression is the most frequent comorbidity reported among patients with rheumatoid arthritis (RA). Comorbid depression negatively impacts RA patients’ health-related quality-of-life, physical function, mental function, mortality, and experience of pain and symptom severity. The objective of this study was to assess healthcare utilization, expenditures, and work productivity among patients with RA with or without depression.

Materials and methods: Data from adult patients who had at least two visits each related to RA and depression over a 1-year period were extracted from the Truven Health MarketScan research databases. Outcomes comprised healthcare resource utilization, work productivity loss, and direct healthcare costs comparing patients with RA with depression (n?=?3,478) vs patients with RA without depression (n?=?43,222).

Results: Patients with RA and depression had a significantly greater relative risk of hospitalization and number of all-cause and RA-related hospitalizations, utilization of emergency services, days spent in the hospital, physician visits, and RA-related surgeries compared with RA patients without depression. Patients with RA and depression had a higher risk of and experienced more events and days of short-term disability compared with patients without depression. The incremental adjusted annual all-cause and RA-related direct costs were $8,488 (95% CI = $6,793–$10,223) and $578 (95% CI = –$98–$1,243), respectively, when comparing patients with RA and depression vs RA only.

Limitations: The current analysis is subject to the known limitations of retrospective studies based on administrative claims data.

Conclusions: This study suggested increased healthcare utilization, work productivity loss, and economic burden among RA patients due to comorbid depression. These findings emphasize the importance of managing depression and including depression as a factor when devising treatment algorithms for patients with RA.     

Machine learning for financial transaction classification across companies using character-level word embeddings of text fields

An important initial step in accounting is mapping financial transfers to the corresponding accounts. We devised machine-learning-based systems that automate this process. They use word embeddings with character-level features to process transaction texts. When considering 473 companies independently, our approach achieved an average top-1 accuracy of 80.50%, outperforming baselines that exclude the transaction texts or rely on a lexical bag-of-words text representation. We extended the approach to generalizes across companies and even across different corporate sectors. After standardization of the account structures and careful feature engineering, a single classifier trained on 44 companies from 28 sectors achieved a test accuracy of more than 80%. When trained on 43 companies and tested on the remaining one, the system achieved an average performance of 64.62%. This rate increased to nearly 70% when considering only the largest sector.     

试论生态林业系统的时空观

生态林业系统具有时间、空间两个序列的开发前景。长周期,大跨度的生态林业生产可以分解为复合的短周期方式,使生态意识与经济效益有机结合。空间组合的多层次立体开发有效地利用了光、热、水、土资源,并获得最大生物量;地域组合着眼宏观,注重研究大型骨干及网络性生态工程问题。     

对我国上市银行非经常性损益披露的分析和建议

本文通过分析2001至2004年上市银行年报非经常性损益的披露状况,对照监管部门法规,发现存在披露不充分的现象,对非经常性损益的确认也有理解偏颇,由此造成很多重大的可疑事项未计入非经常性损益。本文认为这对银行利润的真实性产生一定的影响,故建议政策制定者制定更详细的法规来规范披露行为,并就一些特殊事项做出释疑。     

信息不对称对林产品经营影响的分析

探讨了信息不对称现象对林产品经营的影响问题,阐述了林产品市场信息不对称的内涵、基本表征、成因及其对林产品经营的具体影响,提出了林产品经营的新对策:一是加强林产品市场调研,充分掌握市场信息;二是注重林产品信息的传播与扩散;三是讲求诚信经营,努力培养商誉;四是积极实施林产品的标准化经营;五是大力推行林产品的认证经营。     

林产品市场模型文献综述

关于林产品市场的数量研究开始于上个世纪50年代。早期的研究主要以时间序列数据为主。近几十年来,由于经济理论在林产品市场模型中的应用,模型估计方法的改进,以及详细数据的获得,林产品市场模型越来越完善。文章对近几十年来出现的主要建模方法,及其应用作一回顾,并对这些方法的优缺点作简单的比较。     

On estimating the mean of the selected normal population under the LINEX loss function

Following Parsian and Farsipour (1999), we consider the problem of estimating the mean of the selected normal population, from two normal populations with unknown means and common known variance, under the LINEX loss function. Some admissibility results for a subclass of equivariant estimators are derived and a sufficient condition for the inadmissibility of an arbitrary equivariant estimator is provided. As a consequence, several of the estimators proposed by Parsian and Farsipour (1999) are shown to be inadmissible and better estimators are obtained. Received January 2001/Revised May 2002     

中小私营企业融资中"逆向选择"失灵现象新探

对某些地域中小私营企业融资行为的实证分析表明与常规的设想相反,同国有企业极高的融资热情相比,一般被人们认为风险较大的私营中小企业在融资中存在“逆向选择”失灵的现象。本建立了一个模型对导致此现象的原因进行了探讨。     

秦岭北麓森林公园生态旅游绿色营销策略研究

秦岭北麓是陕西省的生态安全屏障和水资源涵养地。当地森林公园开发过程中，由于行政管理者与开发权利主体错位以及盲目开发旅游项目等，导致生态环境破坏严重。秦岭北麓森林公园应采用绿色营销策略，包括采用绿色文化策略、绿色价格策略以及绿色产品等策略，开发生态旅游项目，形成当地经济效益、生态环境利益和旅游者需求三者的统一，实现当地旅游业的可持续发展。     

公共经济视角下的国有企业改革分析

国有企业的发展状况表明,单纯从产权方面进行国有企业改革的理论研究和实践是有很大缺陷的,需要从新的视角去探索国有企业的改革思路。之所以从公共经济学的角度去分析国有企业问题,是因为国有企业或多或少具有公共产品的性质,政府对国有企业改革的态度及其行为反映了市场配置资源的能力和国有企业改革所引起的福利改变。