Workflow的問題，透過圖書和論文來找解法和答案更準確安心。 我們找到下列懶人包和總整理

Clinical Decision Support and Beyond: Progress and Opportunities in Knowledge-Enhanced Health and Healthcare

為了解決Workflow的問題，作者 這樣論述：

Clinical Decision Support and Beyond: Progress and Opportunities in Knowledge-Enhanced Health and Healthcare, now in its third edition, discusses the underpinnings of effective, reliable, and easy-to-use clinical decision support systems at the point of care as a productive way of managing the f

lood of data, knowledge, and misinformation when providing patient care. Incorporating CDS into electronic health record systems has been underway for decades; however its complexities, costs, and user resistance have lagged its potential. Thus it is of utmost importance to understand the process in

detail, to take full advantage of its capabilities. The book expands and updates the content of the previous edition, and discusses topics such as integration of CDS into workflow, context-driven anticipation of needs for CDS, new forms of CDS derived from data analytics, precision medicine, popula

tion health, integration of personal monitoring, and patient-facing CDS. In addition, it discusses population health management, public health CDS and CDS to help reduce health disparities. It is a valuable resource for clinicians, practitioners, students and members of medical and biomedical fields

who are interested to learn more about the potential of clinical decision support to improve health and wellness and the quality of health care

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An Integrated Approach For Uncovering Novel DNA Methylation Biomarkers For Non-small Cell Lung Carcinoma

為了解決Workflow的問題，作者VAIBHAV KUMAR SUNKARIA 這樣論述：

Introduction - Lung cancer is one of primal and ubiquitous cause of cancer related fatalities in the world. Leading cause of these fatalities is non-small cell lung cancer (NSCLC) with a proportion of 85%. The major subtypes of NSCLC are Lung Adenocarcinoma (LUAD) and Lung Small Cell Carcinoma (LUS

C). Early-stage surgical detection and removal of tumor offers a favorable prognosis and better survival rates. However, a major portion of 75% subjects have stage III/IV at the time of diagnosis and despite advanced major developments in oncology survival rates remain poor. Carcinogens produce wide

spread DNA methylation changes within cells. These changes are characterized by globally hyper or hypo methylated regions around CpG islands, many of these changes occur early in tumorigenesis and are highly prevalent across a tumor type.Structure - This research work took advantage of publicly avai

lable methylation profiling resources and relevant comorbidities for lung cancer patients extracted from meta-analysis of scientific review and journal available at PubMed and CNKI search which were combined systematically to explore effective DNA methylation markers for NSCLC. We also tried to iden

tify common CpG loci between Caucasian, Black and Asian racial groups for identifying ubiquitous candidate genes thoroughly. Statistical analysis and GO ontology were also conducted to explore associated novel biomarkers. These novel findings could facilitate design of accurate diagnostic panel for

practical clinical relevance.Methodology - DNA methylation profiles were extracted from TCGA for 418 LUAD and 370 LUSC tissue samples from patients compared with 32 and 42 non-malignant ones respectively. Standard pipeline was conducted to discover significant differentially methylated sites as prim

ary biomarkers. Secondary biomarkers were extracted by incorporating genes associated with comorbidities from meta-analysis of research articles. Concordant candidates were utilized for NSCLC relevant biomarker candidates. Gene ontology annotations were used to calculate gene-pair distance matrix fo

r all candidate biomarkers. Clustering algorithms were utilized to categorize candidate genes into different functional groups using the gene distance matrix. There were 35 CpG loci identified by comparing TCGA training cohort with GEO testing cohort from these functional groups, and 4 gene-based pa

nel was devised after finding highly discriminatory diagnostic panel through combinatorial validation of each functional cluster.Results – To evaluate the gene panel for NSCLC, the methylation levels of SCT(Secritin), FOXD3(Forkhead Box D3), TRIM58(Tripartite Motif Containing 58) and TAC1(Tachikinin

1) were tested. Individually each gene showed significant methylation difference between LUAD and LUSC training cohort. Combined 4-gene panel AUC, sensitivity/specificity were evaluated with 0.9596, 90.43%/100% in LUAD; 0.949, 86.95%/98.21% in LUSC TCGA training cohort; 0.94, 85.92%/97.37 in GEO 66

836; 0.91,89.17%/100% in GEO 83842 smokers; 0.948, 91.67%/100% in GEO83842 non-smokers independent testing cohort. Our study validates SCT, FOXD3, TRIM58 and TAC1 based gene panel has great potential in early recognition of NSCLC undetermined lung nodules. The findings can yield universally accurate

and robust markers facilitating early diagnosis and rapid severity examination.

動手學GitHub！現代人不能不知道的協同合作平台

為了解決Workflow的問題，作者謝政廷 這樣論述：

☆★☆★【微軟客戶事業成功群副總經理大力推薦！】★☆★☆ Microsoft工程師親自下筆，讓你輕鬆理解軟體開發流程！ 　　對於多數的開發人員來說，GitHub是程式開發過程中作為版本管理與協同合作的服務平台；對於專業技術人員而言，他們可以在GitHub上找到許多好用的資源，藉此提升自己的專業技能；對於社群成員而言，他們可以建立技術人員之間的聯繫，進行交流與貢獻於開放原始碼專案，為全世界的人們解決問題。 　　但GitHub不僅僅只有如此而已，更多專案管理、自動化工作流程與資訊安全等概念隱藏其中。本書將從不同的角度來介紹GitHub，讓讀者不僅熟練其功能，也能從中理解何謂現代化軟體開發！

　　本書看點 　　✪完整介紹GitHub常見功能，讓您完整熟悉GitHub操作 　　✪Branch進階介紹：策略與管理規範 　　✪輕量級工作流程：GitHub Flow與Fork Workfolw介紹 　　✪詳細介紹Repository管理與社群功能 　　✪詳細介紹GitHub Action，透過範本快速就夠自動化工作流程 　　✪提供ASP.NET/ASP.NET Core持續整合與持續部署實作案例 　　✪如何在GitHub執行agile管理流程 　　✪何謂DevOps流程參考實現？GitHub DevOps流程豐富工具組合 　　✪如何建立GitHub漏洞回報機制？如何透過GitHub修復

並釋出安全支援版本 　　✪如何使用程式碼掃描與秘密掃描功能 　　✪如何經營GitHub，讓您的個人資料成為最棒的履歷 大神推薦 　　透過這一本書的問世，相信能幫助更多企業中的開發團隊快速了解如何使用 GitHub 協同合作，以及 CI/CD 的最佳實踐。──台灣微軟 客戶成功事業群副總經理　張書源 John Chang 　　孔子曾經說過「不學詩，無以言」某種程度來說，對於 git 工具的使用於工 程師來說也是如此。如果不知道可以從那邊下手學習，或者想要比較系統性的學習相關知識，那麼本書將會是大家最好的參考資料之一。──Study4.TW 成員　蔡孟玹 Alan Tsai 　　本書由淺入

深，從 Github 平台基礎功能到實務的需求管理/整合/發行應用程式，一條龍式的介紹，相信會是一個很好全貌理解實踐 DevOps 的入門書。──商業思維學院技術長　Study4.TW核心成員  Kyle Shen 　　在這本書中不僅可以學習到 GitHub 所提供的各項功能特性，更可以在跟著這本書探索 GitHub 的同時，磨練好軟體開發工程師的基本功，並為邁向現代化開發做好準備。──Study4.TW核心成員　微軟最有價值專家（MVP） Poy Chang  

Automated Vision-based Post-Earthquake Safety Assessment for Bridge Using STF-PointRend and EfficientNetB0

為了解決Workflow的問題，作者Kenneth Harsono 這樣論述：

Structural health monitoring (SHM) on the bridge is important to know the usability of the bridges. However, conventional inspection is labor-intensive and expensive. This method is not suitable for post-earthquake inspections that require speed and consistency. Therefore, this research aims to dev

elop an automated bridge inspection using STF-PointRend and EfficientNetB0. The STF-PointRend consists of two-part, namely symbiotic organism search as a hyper-parameter optimizer and PointRend as semantic segmentation. This model is used to recognize the component and the damage type which will be

used to get the percentage of the damaged component. On the other hand, the EfficientNetB0 uses as the image classifier. The output of this model is used to get the damage level from each component. As a base to determine the safety of the bridge, this study uses the degree of earthquake resistance.

This rating system is based on the DERU method but only considers the structural component. The result shows that STF-PointRend gets a good testing result with the mIoU of 82.67% and 71.42% for component and damage detection. Meanwhile, the EfficientNet got an average F1score of 0.85912 for the tes

ting dataset. For further evaluation, this research uses two minor bridges that suffered catastrophic earthquakes from Palu Earthquake in 2018. The evaluation shows that both bridges need maintenance as soon as possible.