Replication and Evidence Factors in Observational Studies

Replication and Evidence Factors in Observational Studies

Paul R. Rosenbaum
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Association does not imply causation, yet some causal conclusions are firmly established based on associations found in observational studies. How does that happen? A study has two evidence factors if it provides two statistically independent tests of one causal hypothesis, susceptible to different biases. Two evidence factors can jointly provide quantifiably stronger evidence than either factor can provide on its own. The first book about evidence factors. Examples are drawn from epidemiology, economics, medical research and other fields. Data from these examples is available in a companion R package that reproduces many of the analyses. Self-contained, presenting needed background from causal inference, statistics and mathematics. Part 1 of the book presents concepts, methods and applications using limited mathematics. The theory of evidence factors is presented in a separate, second part of the book. Mathematics required for the theory is presented from the beginning.
عام:
2022
الإصدار:
1
الناشر:
Chapman & Hall
اللغة:
english
الصفحات:
254
ISBN 10:
0367483882
ISBN 13:
9780367483883
سلسلة الكتب:
CRC Monographs on Statistics and Applied Probability
ملف:
PDF, 5.33 MB
IPFS:
CID , CID Blake2b
english, 2022
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