#eavoices

Probabilistic Modeling, Predictive Analytics & Intelligent Design from Multiple Medical Knowledge Sources

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Bioingine.com; Probabilistic Modeling and Predictive Analytics Platform for A.I driven Deep Learning to discover Pathways from Clinical Data to Suggested Ontology for Pharmacogenomics; achieving Personalization and Driving Precision Medicine. Data Integration in the Life Sciences: 11th International Conference, DILS 2015, Los Angeles, CA, USA, July 9-10, 2015, Proceedings The Feature Diagram from the book above:- Pharmacogenomic knowledge […]

The KPI misery

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Key Performance Indicators (KPI) or any other similar packaged goods such as Critical Success Factors (CSF) are often nice concepts as long as they do not escape into the real world. Let me start with my own misery. For commuting to work I use the train between Oxford and London via Reading. My station is … Continue reading The KPI misery →

Clinical Decisions and Empirical Dilemma :- Priori Knowledge independent of Experience vs Posterior Knowledge dependent on Experience

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Leon Festinger, American social psychologist, is credited to have developed the idea around Cognitive Dissonance Bioingine.com employs algorithmic approach based on Hyperbolic Dirac Net that allows inference nets that are a general graph (GC), including cyclic paths, thus surpassing the limitation in the Bayes Net that is traditionally a Directed Acyclic Graph (DAG) by definition. The Bioingine.com approach thus more fundamentally […]

Form Follows Function on SPaMCast 373

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This week’s episode of Tom Cagley’s Software Process and Measurement (SPaMCast) podcast, number 373, features Tom’s essay on #NotImplementedNoValue and a Form Follows Function installment on simplistic mental models. Tom and I discuss my post “All models may be wrong, but it’s not a contest to see how wrong you can be”, talking about cognitive […]

Kahneman, the recipient Nobel prize (with Tversky and others) provided important insights concerning Clinicians decision-making under uncertainty

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Probabilistic reasoning and clinical decision-making: do doctors overestimate diagnostic probabilities? “Clinicians make decisions in the face of uncertainty. Kahneman, the recipient of this year’s Nobel prize, (with Tversky and others) provided important insights concerning judgment and decision-making under uncertainty.1,,2 In order to deal with uncertainty, doctors often over-emphasize the importance of diagnostic tests, at the expense […]

Semantic Data Lake Delivering Tacit Knowledge – Evidence based Clinical Decision Support

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Can the complexity be removed and tacit knowledge delivered from the plethora of the medical information available in the world. ” Let Doctors be Doctors” Semantic Data Lake becomes the Book of Knowledge ascertained by correlation and causation resulting into Weighted Evidence Characteristics of Bioingine.com Cognitive Computing Platform Architecture style moves from Event driven into […]