เปรียบเทียบวิธี
ดูวิธีที่เลือกเทียบกันแบบเคียงข้าง แถวที่ต่างกันจะถูกเน้นไว้
| ความไวและความจำเพาะ× | การทดสอบสมมติฐานว่าง× | |
|---|---|---|
| สาขาวิชา | สถิติการวิจัย | สถิติการวิจัย |
| ตระกูล | Process / pipeline | Process / pipeline |
| ปีกำเนิด≠ | 1978 | 1925 |
| ผู้ริเริ่ม≠ | Multiple sources in medical diagnosis and signal detection | Ronald Fisher; Neyman & Pearson |
| ประเภท | Concept | Concept |
| แหล่งต้นตำรับ≠ | Altman, D. G., & Bland, J. M. (1994). Diagnostic tests 1: Sensitivity and specificity. BMJ, 308(6943), 1552. link ↗ | Fisher, R. A. (1925). Statistical Methods for Research Workers. Oliver and Boyd. link ↗ |
| ชื่อเรียกอื่น≠ | diagnostic accuracy, true positive rate, true negative rate, receiver operating characteristic | NHST, hypothesis formulation, null hypothesis, alternative hypothesis |
| ที่เกี่ยวข้อง | 4 | 4 |
| สรุป≠ | Sensitivity and specificity are fundamental metrics of diagnostic test accuracy. Sensitivity is the probability that a test correctly identifies a person with the disease (true positive rate: TP / (TP + FN)). Specificity is the probability that a test correctly identifies a person without the disease (true negative rate: TN / (TN + FP)). Every test involves a trade-off: increasing sensitivity (catching all sick people) often reduces specificity (more false alarms). Choice of test threshold depends on the clinical context: screening for serious diseases favors sensitivity; confirming a diagnosis favors specificity. | Null Hypothesis Significance Testing (NHST) is the dominant statistical framework in empirical research. The null hypothesis (H₀) represents the default assumption—typically 'no effect' or 'no difference'—while the alternative hypothesis (H₁) represents the claim being tested. The test calculates the probability of observing the data given H₀ is true (p-value); if p is very small, H₀ is rejected in favor of H₁. Formulated by Ronald Fisher and extended by Neyman and Pearson in the early 20th century, NHST is foundational to confirmatory research but has been widely critiqued for misuse and misinterpretation. |
| ScholarGateชุดข้อมูล ↗ |
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