Statistically caused, and so perhaps then Uncaused and neither Determined nor Pre-Determined

Cogito ergo sum [a] is a  Latin philosophical  proposition by  René Descartes usually translated into English as ” I think, therefore I am“. Cartesianism – is usually understood as deterministic, i.e. about  definite answers, deductive logic . Actually Descartes held that all existence consists in three distinct substances, each with its own essence… Continue Reading →

Bioingine :- Multivariate Cognitive Computing Platform – Distributed Concurrent Computing by Dockerized Microservices

Employ of Dockerized Apps Opens a Vistas of Possibilities with Hadoop Architecture. Where, the Hadoop’s traditional data management architecture is extended beyond data processing and management into Distributed Concurrent Computing.   Data Management (Storage, Security,  MapReduce based Pre-processing) and Data Science (Algorithms) Decoupled. Microservices driven Concurrent Computing :- Complex Distributed Architecture made Affordable Conceptual View […]

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

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 […]

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

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 […]

Clinical Data Analytics – Loss of Innocence (Predictive Analytics) in a Large High Dimensional Semantic Data Lake

From Dr. Barry Robson’s notes:- Is Data Analysis Particularly Difficult in Biomedicine? Looking for a single strand of evidence in billions of possible semantic multiple combinations by Machine Learning Of all disciplines, it almost seems that it is clinical genomics, proteomics, and their kin, which are particularly hard on the data-analytic part of science. Is […]

Evidence based Medicine driven by Inferential Statistics – Hyperbolic Dirac Net

http://sociology.about.com/od/Statistics/a/Introduction-To-Statistics.htm From above link Descriptive Statistics (A quantitative summary) Descriptive statistics includes statistical procedures that we use to describe the population we are studying. The data could be collected from either a sample or a population, but the results help us organize and describe data. Descriptive statistics can only be used to describe the group that […]

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

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

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 […]

Cartesian Dilemma Afflicts the EHR Incentive Program compromising the mission of Healthcare Interoperability

Affordability Care Act and HITECH Act lead into EHR Incentive Program. Based on the EHR Incentive Program CMS has already payed out 24+ Billion to Eligible Participants. To advance EHR adoption in the Healthcare Ecosystem CMS proposed formation of Accountable Care Organization https://www.cms.gov/Newsroom/MediaReleaseDatabase/Fact-sheets/2011-Fact-sheets-items/2011-12-19.html From the above link “”The Pioneer ACO Model is designed for health care organizations and providers that […]

The QEXL Approach (Healthcare Biggest Data) – Universal Healthcare Interoperability based on Probabilistic Ontology

Conquering Uncertainties Creating Infinite Possibilities (Possible application :- Achieving Algorithmic Driven ACO) Acknowledgements :- Dr. Barry Robson notes and conversation; including Effort of Quantal Semantics Inc. Introduction The QEXL Approach is a Systems Thinking driven technique that has been designed with the intension of developing “Go To Market” solutions for Healthcare Big Data applications requiring integration […]