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J Am Med Inform Assoc 7:254-266 doi:10.1136/jamia.2000.0070254
  • Focus on Electronic Publishing

Bayesian Communication

Table 1

Specifications for Readers and Authors, and Comparison of Bayesian and Evidence-based Medicine Implementations

Specification Bayesian Communication* Evidence-Based Medicine
1.  Express prior knowledge Assess prior beliefs; sensitivity analysis for uncertainty in prior (F)
2.  View effect size and variability Mean of posterior beliefs; contaminated models for surprise (F) Point estimate (F); confidence interval (H)
3.  Express thresholds Minimally clinically important difference (F if based on utilities) Number needed to treat (H)
4.  View inferences Tail probability, credible set, Bayes factor, equivalence (F) Post-hoc adjustments (H)
5.  Receive explanations Dynamic algorithms based on influence diagrams (F) Static textbook explanations (H)
6.  Evaluate study and statistical quality Likelihood debiasing (F) Quality inventories (H)
7.  Synthesize multiple studies Confidence profile method, Bayesian meta-analysis (H) Meta-analysis; Cochrane trial banks (F)
8.  View beliefs of the community Archived priors (F) Postpublication peer review (H)
9.  Protect authors' investment Likelihood function (F) Sufficient statistics (F)
10.  Provide enough information Information defined by decision problem (F) Sufficient statistics, Outcomes research (F)
11.  Make authoring easy Applet libraries Current program of education and tool-provision
  • * F indicates formal solution; H, heuristic.

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