000			03403nam a22002177a 4500
005			20251012153433.0
008			251012b |||||||| |||| 00| 0 eng d
020			_a9783031743825
082			_a610.21 _bBOL
100			_aBoland, Mary Regina _925059
245			_aHealth analytics with R: _blearning data science using examples from healthcare and direct-to-consumer genetics
260			_aCham _bSpringer _c2024
300			_axviii, 660 p.
365			_aINR _b6821.07
500			_aTable of contents: Front Matter Pages i-xviii Download chapter PDF Introduction Front Matter Pages 1-1 Download chapter PDF Health Analytics and Precision Medicine Mary Regina Boland Pages 3-19 Genetics Analysis for Health Analytics Front Matter Pages 21-21 Download chapter PDF Processing Direct-to-Consumer Genetic Data from Major Industry Platforms including 23andme, AncestryDNA Mary Regina Boland Pages 23-71 Determining Phenotypic Traits from Single Nucleotide Polymorphism (SNP) Data Mary Regina Boland Pages 73-108 Clinical Genetic Databases: ClinVar, ACMG Clinical Practice Guidelines Mary Regina Boland Pages 109-153 Inferring Disease Risk from Genetics Using Cohort-Level Analysis Mary Regina Boland Pages 155-214 Challenges in Health Analytics Due to Lack of Diversity in Genetic Research: Implications and Issues with Published Knowledge Mary Regina Boland Pages 215-260 Clinical Data Analysis for Health Analytics Front Matter Pages 261-261 Download chapter PDF Clinical Data and Health Data Types Mary Regina Boland Pages 263-302 Clinical Datasets: Open Access Electronic Health Records Datasets Mary Regina Boland Pages 303-332 Association Mining with Clinical Data: Phenotype-Wide Association Studies (PheWAS) Mary Regina Boland Pages 333-364 Organizing a Clinical Study Across Multiple Clinical Systems: Common Data Models Mary Regina Boland Pages 365-408 Environmental Data and Social Determinants of Health for Health Analytics Front Matter Pages 409-409 Download chapter PDF Environmental Health Data Types for Health Analytics Mary Regina Boland Pages 411-449 Geospatial Analysis Using Environmental Health Data Mary Regina Boland Pages 451-491 Social Determinants of Health Data for Health Analytics Mary Regina Boland Pages 493-536 Geospatial Analysis Using Social Determinants of Health, Clinical Data, and Spatial Regression Methods Mary Regina Boland Pages 537-579 Ethics for Health Analytics Front Matter Pages 581-581 Ethics Mary Regina Boland Pages 583-622 [https://link.springer.com/book/10.1007/978-3-031-74383-2?page=2#toc]
520			_aThis textbook teaches health analytics using examples from the statistical programming language R. It utilizes real-world examples with publicly available datasets from healthcare and direct-to-consumer genetics to provide learners with real-world examples and enable them to get their hands on actual data. This textbook is designed to accompany either a senior-level undergraduate course or a Masters level graduate course on health analytics. The reader will advance from no prior knowledge of R to being well versed in applications within R that apply to data science and health analytics. (https://link.springer.com/book/10.1007/978-3-031-74383-2)
650			_aHealth analytics _925548
650			_aData mining
650			_aStatistics
942			_cBK _2ddc
999			_c10472 _d10472