AIMC Topic: Machine Learning

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RNA sequencing and machine learning as molecular scalpels.

Nature reviews. Rheumatology Jul 1, 2018
Arthritis, Rheumatoid Sequence Analysis, RNA Humans High-Throughput Nucleotide Sequencing Machine Learning
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Applying Machine Learning to Pediatric Critical Care Data.

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies Jul 1, 2018
OBJECTIVES: To explore whether machine learning applied to pediatric critical care data could discover medically pertinent information, we analyzed clinically collected electronic medical record data, after data extraction and preparation, using k-me...
Machine Learning Critical Care Electronic Health Records Information Dissemination Intensive Care Units, Pediatric
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Automatic recognition of self-acknowledged limitations in clinical research literature.

Journal of the American Medical Informatics Association : JAMIA Jul 1, 2018
OBJECTIVE: To automatically recognize self-acknowledged limitations in clinical research publications to support efforts in improving research transparency.
Support Vector Machine Natural Language Processing PubMed Machine Learning Biomedical Research Publications Logistic Models
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Inclusion of Unstructured Clinical Text Improves Early Prediction of Death or Prolonged ICU Stay.

Critical care medicine Jul 1, 2018
OBJECTIVES: Early prediction of undesired outcomes among newly hospitalized patients could improve patient triage and prompt conversations about patients' goals of care. We evaluated the performance of logistic regression, gradient boosting machine, ...
Hospital Mortality Natural Language Processing Patient Care Planning Male Middle Aged Length of Stay Female Aged Decision Support Techniques Retrospective Studies Intensive Care Units Humans Machine Learning
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Machine-learned analysis of the association of next-generation sequencing-based human TRPV1 and TRPA1 genotypes with the sensitivity to heat stimuli and topically applied capsaicin.

Pain Jul 1, 2018
Heat pain and its modulation by capsaicin varies among subjects in experimental and clinical settings. A plausible cause is a genetic component, of which TRPV1 ion channels, by their response to both heat and capsaicin, are primary candidates. Howeve...
Humans Machine Learning TRPV Cation Channels Pain Threshold Capsaicin Pain TRPA1 Cation Channel High-Throughput Nucleotide Sequencing Genotype Hot Temperature Genetic Association Studies
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The Development of a Machine Learning Inpatient Acute Kidney Injury Prediction Model.

Critical care medicine Jul 1, 2018
OBJECTIVES: To develop an acute kidney injury risk prediction model using electronic health record data for longitudinal use in hospitalized patients.
Male Middle Aged ROC Curve Models, Statistical Area Under Curve Creatinine Electronic Health Records Female Reproducibility of Results Renal Replacement Therapy Acute Kidney Injury Humans Machine Learning Algorithms
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Interactive medical word sense disambiguation through informed learning.

Journal of the American Medical Informatics Association : JAMIA Jul 1, 2018
OBJECTIVE: Medical word sense disambiguation (WSD) is challenging and often requires significant training with data labeled by domain experts. This work aims to develop an interactive learning algorithm that makes efficient use of expert's domain kno...
Medicine Logistic Models Natural Language Processing Machine Learning Algorithms Medical Subject Headings Medical Records Vocabulary
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Using Smartphones and Machine Learning to Quantify Parkinson Disease Severity: The Mobile Parkinson Disease Score.

JAMA neurology Jul 1, 2018
IMPORTANCE: Current Parkinson disease (PD) measures are subjective, rater-dependent, and assessed in clinic. Smartphones can measure PD features, yet no smartphone-derived rating score exists to assess motor symptom severity in real-world settings.
Humans Machine Learning Female Voice Dopamine Agents Mobile Applications Parkinson Disease Middle Aged Postural Balance Severity of Illness Index Smartphone Aged Reaction Time Male Gait Gait Analysis
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A Machine Learning Approach for Automated Facial Measurements in Facial Palsy.

JAMA facial plastic surgery Jul 1, 2018
Machine Learning Software Anatomic Landmarks Humans Facial Paralysis Photography
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Machine learning for predictive analytics in medicine: real opportunity or overblown hype?

European heart journal. Cardiovascular Imaging Jul 1, 2018
Machine Learning Tetralogy of Fallot Ventricular Function Humans
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