evidence based medicine

HDN (Hyperbolic Bayes Net) + Data Mining to Discover Tacit Knowledge and Map Clinical Pathways

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  Data consists of symbols that represent objects, events, and their properties. Information is data that has been made useful. Information answers the questions of who, what, where, when, and how many. Information is helpful in deciding what to do, not how to do it. Knowledge consists of instructions and know-how. Knowledge answers the ‘how’ […]

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 […]

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 […]

ICD – 10; Medical Knowledge Extraction with Increasing Variables Means Dealing with Billions of Probabilities.

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Note: Bioingine Cognitive Computing Platform employs Hyperbolic Dirac Net, an advanced Bayesian that overcomes acyclic constraint; thereby the resultant statistics method delivers coherent results when dealing with a messy system where both hypothesis and data have become random messing the entropy. By. Dr. Barry Robson Bioingine.com (Ingine, Inc.) The hunger and thirst for more fine […]

Healthcare Interoperability, Standards and Data Science

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Srinidhi Boray | Ingine, Inc | Bioingine.com Introducing, Ingine, Inc. it is a startup in its incipient stages of developing BioIngine platform, which brings advancement in data science around Interoperability. Particularly with healthcare data mining and analytics dealing with medical knowledge extraction. Below are some of the lessons learned discussed while dealing with the healthcare […]