141⟩ Anaphylaxis causes eosinophilia.
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“Pathology Interview Questions and Answers will guide us now that Pathology is the study and diagnosis of disease through examination of organs, tissues, bodily fluids, and study of the whole bodies autopsies. Learn basic and advance concepts of the Pathology or get preparation of Pathology jobs interview with our Pathology Interview Questions and Answers Guide.”
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The most common data sources include large local or regional administrative databases from hospitals, insurers, or government agencies. These databases contain very limited clinical information (usually ICD-9 codes), and thus it is difficult to meaningfully stratify patients by the severity of their illness, particular symptoms or test result characteristics, or the details of their therapy.
Association rules express the likelihood of co occurrence of features or events in records in a database (e.g. if a patient has characteristics A and B, he or she has an 80% chance of having characteristic C). Data-mining software can automatically identify associations in large data sets. Although many associations are trivial, some indicate causative or "common cause" relationships. Changing associations over time may also provide useful information.
Some of the most important and useful data in clinical data mining are derived from pathology services (anatomic pathology diagnoses and laboratory test results). In most places, pathologists manage the systems that contain these key data.
A process measure is a piece of data that is closely related to an outcome, but is easier to measure or more available than the actual outcome data. Thus, it is convenient to use as a surrogate measure for the outcome. For example, the effect of diabetes health education program, the number of eye examinations and regular evaluation of glycosylated hemoglobin (i.e., good practices) rather than assessing the actual long-term health of the diabetics.
In hypothesis testing, data mining is used to determine whether and under what conditions a proposed pattern exists in a large data set. In hypothesis generation, data mining is used to discover patterns in the data without prior knowledge of what kinds of patterns might exist.
An entity-relationship diagram is a way of illustrating the structure of a relational database in a simple format. It displays the primary "entities" (tables) in the database and the relationships that exist between the data elements in the tables. It is useful as a basis for discussion during database design and in describing existing databases.