• Title/Summary/Keyword: Cox-harzard model

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Estimate Customer Churn Rate with the Review-Feedback Process: Empirical Study with Text Mining, Econometrics, and Quai-Experiment Methodologies (리뷰-피드백 프로세스를 통한 고객 이탈률 추정: 텍스트 마이닝, 계량경제학, 준실험설계 방법론을 활용한 실증적 연구)

  • Choi Kim;Jaemin Kim;Gahyung Jeong;Jaehong Park
    • Information Systems Review
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    • v.23 no.3
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    • pp.159-176
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    • 2021
  • Obviating user churn is a prominent strategy to capitalize on online games, eluding the initial investments required for the development of another. Extant literature has examined factors that may induce user churn, mainly from perspectives of motives to play and game as a virtual society. However, such works largely dismiss the service aspects of online games. Dissatisfaction of user needs constitutes a crucial aspect for user churn, especially with online services where users expect a continuous improvement in service quality via software updates. Hence, we examine the relationship between a game's quality management and its user base. With text mining and survival analysis, we identify complaint factors that act as key predictors of user churn. Additionally, we find that enjoyment-related factors are greater threats to user base than usability-related ones. Furthermore, subsequent quasi-experiment shows that improvements in the complaint factors (i.e., via game patches) curb churn and foster user retention. Our results shed light on the responsive role of developers in retaining the user base of online games. Moreover, we provide practical insights for game operators, i.e., to identify and prioritize more perilous complaint factors in planning successive game patches.

Effects of a Ventilator-associated Pneumonia Prevention Program on Incidence Rate and Endotracheal Colonization (인공호흡기 관련 폐렴 예방 프로그램이 폐렴 발생률과 기관내 균집락화에 미치는 효과)

  • Song, Ui Rim;Kim, Sook Young
    • Korean Journal of Adult Nursing
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    • v.28 no.6
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    • pp.628-636
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    • 2016
  • Purpose: This study examined the effects of a program designed to prevent ventilator-associated pneumonia (VAP) on VAP rate and endotracheal colonization. The program focused on aspiration prevention and oral care. Methods: A nonequivalent control group post-test only design was utilized. One hundred patients admitted to a medical intensive care unit (MICU) or coronary care unit (CCU) were assigned to either a experimental group (n=50) or a control group (n=50). The participants were selected 48 hours following an endotracheal intubation. VAP prevention program given to the experimental group includes keeping the head of the bed to $30^{\circ}{\sim}45^{\circ}$ high, maintaining continuous endotracheal cuff pressure at 25 cm $H_2O$, performing endotracheal suction before change position, and providing oral care with 0.1% chlorhexidine every four hours. The control group received usual care. Data were analyzed using t-test, $x^2$ test, Mantel-Haenszel $x^2$ and Cox proportional harzard regression model. Results: The experimental group showed a lower VAP rate than the control group although the difference was not statistically significant ($x^2=0.79$, p=.375). The experimental group showed lower colonization in tracheal secretion than the control group ($x^2=14.59$, p<.001). Conclusion: Results showed that a VAP prevention program is effective in reducing colonization of tracheal secretion. Therefore, VAP prevention programs are recommended as an ICU nursing intervention.

Concurrent Chemoradiotherapy Results in Patients with Anal Cancer (항문암의 동시 화학 방사선 요법 치료결과)

  • Chung, Weon-Kuu;Kim, Soo-Kon;Lee, Chang-Geol;Seong, Jin-Sil;Kim, Gwi-Eon
    • Radiation Oncology Journal
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    • v.12 no.1
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    • pp.99-107
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    • 1994
  • Among the 63 patients with histopathologically proven primary squamous cell anal cancer who were managed in Presbyterian Medical Center and Yonsei University Cancer from Jan. 1971 to Dec. 1991, 34 patients, who were managed with surgery alone(abdominoperineal resection) or post-operative radiotherapy and concurrent chemoradiotherapy were analysed. With mean follow up time of 81.3 months, 30 Patients(88$ \% $) were followed up from 17 to 243 months. In methods, 10 patients were treated with surgery alone. 9 Patients were treated with combined surgery and postoperative radiotherapy(50$\∼$60 Gy in 28$\∼$30 fractions). 15 patients were treated with concurrent chemoradiotherapy. Chemotherapy (Mitomycin C 15 mg/squ, bolus injection day 1;5-FU, 750 mg/squ, 24hr infusion, day 1 to 5) and radiotherapy started the same day. A dose of 30 Gy was given to the tumor and to the pelvis including inguinal nodes, in 15 fractions. After 2 weeks a boost of radiotherapy(20 Gy) to the ano-perineal area and second cycle of chemotherapy completed the treatment. The overall 5-year survival rate was 56.2$ \% $. Concurrent chemoradiotherapy group was 70$ \% $ and surgery alone group was 16.7$ \% $. According to the cox proportional harzard model, there was significant difference between survival with concurrent chemoradiotherapy and surgery alone(p=0.0129), but post-operative radiotherapy was 64.8$ \% $, which was not stastically significant(p=0.1412). In concurrent chemoradiotherapy group, the anal funtion Preservation rate was 87$ \% $ and the severe complication rate(grade 3 stenosis and incontinence) was 13.3$ \% $. In conclusion, we conclude that the concurrent chemoradiotherapy may be effective treatment modality in patients with anal cancer.

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