AIMC Topic: Big Data

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Machine learning and big data analytics in bipolar disorder: A position paper from the International Society for Bipolar Disorders Big Data Task Force.

Bipolar disorders Sep 18, 2019
OBJECTIVES: The International Society for Bipolar Disorders Big Data Task Force assembled leading researchers in the field of bipolar disorder (BD), machine learning, and big data with extensive experience to evaluate the rationale of machine learnin...
Humans Machine Learning Phenotype Data Science Suicidal Ideation Bipolar Disorder Advisory Committees Prognosis Clinical Decision-Making Risk Assessment Big Data
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Big Data and Artificial Intelligence Modeling for Drug Discovery.

Annual review of pharmacology and toxicology Sep 13, 2019
Due to the massive data sets available for drug candidates, modern drug discovery has advanced to the big data era. Central to this shift is the development of artificial intelligence approaches to implementing innovative modeling based on the dynami...
Humans Artificial Intelligence Data Mining Animals Drug Discovery Big Data Deep Learning Models, Theoretical Drug Development
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Big Data and artificial intelligence: Will they change our practice?

Joint bone spine Sep 11, 2019
Humans Artificial Intelligence Big Data
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Perioperative intelligence: applications of artificial intelligence in perioperative medicine.

Journal of clinical monitoring and computing Aug 29, 2019
Humans Patient Readmission Medical Informatics Risk Patient Safety Perioperative Care Artificial Intelligence Perioperative Period Postoperative Complications Machine Learning Perioperative Medicine Big Data Algorithms Decision Support Systems, Clinical
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Formal Medical Knowledge Representation Supports Deep Learning Algorithms, Bioinformatics Pipelines, Genomics Data Analysis, and Big Data Processes.

Yearbook of medical informatics Aug 16, 2019
OBJECTIVE: To select, present, and summarize the best papers published in 2018 in the field of Knowledge Representation and Management (KRM).
Biological Ontologies Knowledge Management Genetic Association Studies Computational Biology Deep Learning Data Mining Big Data Semantics Genomics Artificial Intelligence Data Analysis
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Artificial intelligence predicts the progression of diabetic kidney disease using big data machine learning.

Scientific reports Aug 14, 2019
Artificial intelligence (AI) is expected to support clinical judgement in medicine. We constructed a new predictive model for diabetic kidney diseases (DKD) using AI, processing natural language and longitudinal data with big data machine learning, b...
Kaplan-Meier Estimate Time Factors Diabetic Nephropathies Probability Humans Artificial Intelligence Machine Learning Disease Progression Deep Learning Big Data
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A deep learning model for real-time mortality prediction in critically ill children.

Critical care (London, England) Aug 14, 2019
BACKGROUND: The rapid development in big data analytics and the data-rich environment of intensive care units together provide unprecedented opportunities for medical breakthroughs in the field of critical care. We developed and validated a machine l...
Humans Retrospective Studies Critical Illness Infant Deep Learning Big Data Adolescent Republic of Korea Female Male Risk Assessment ROC Curve Area Under Curve Pediatrics Mortality Cohort Studies Child, Preschool Child
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Prodromal clinical, demographic, and socio-ecological correlates of asthma in adults: a 10-year statewide big data multi-domain analysis.

The Journal of asthma : official journal of the Association for the Care of Asthma Jul 26, 2019
To identify prodromal correlates of asthma as compared to chronic obstructive pulmonary disease and allied-conditions (COPDAC) using a multi domain analysis of socio-ecological, clinical, and demographic domains. This is a retrospective case-risk-co...
ROC Curve Socioeconomic Factors Longitudinal Studies Models, Biological Early Diagnosis Administrative Claims, Healthcare Florida Middle Aged Risk Assessment Case-Control Studies Big Data Adult Machine Learning Asthma Retrospective Studies Male Humans Female Risk Factors
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Current status of use of big data and artificial intelligence in RMDs: a systematic literature review informing EULAR recommendations.

RMD open Jul 18, 2019
OBJECTIVE: To assess the current use of big data and artificial intelligence (AI) in the field of rheumatic and musculoskeletal diseases (RMDs).
Machine Learning Radiology Humans Advisory Committees Sensitivity and Specificity Publications Neural Networks, Computer Big Data Artificial Intelligence Musculoskeletal Diseases Rheumatic Diseases Europe Information Storage and Retrieval
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Beyond the hype of big data and artificial intelligence: building foundations for knowledge and wisdom.

BMC medicine Jul 17, 2019
Big data, coupled with the use of advanced analytical approaches, such as artificial intelligence (AI), have the potential to improve medical outcomes and population health. Data that are routinely generated from, for example, electronic medical reco...
Biomedical Research Bioethics Big Data Health Knowledge, Attitudes, Practice Algorithms Genomics Humans Information Dissemination Delivery of Health Care Artificial Intelligence Knowledge Electronic Health Records
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