AIMC Topic: Outcome and Process Assessment, Health Care

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Identifying causal mechanisms in health care interventions using classification tree analysis.

Journal of evaluation in clinical practice Nov 3, 2017
RATIONALE, AIMS, AND OBJECTIVES: Mediation analysis identifies causal pathways by testing the relationships between the treatment, the outcome, and an intermediate variable that mediates the relationship between the treatment and outcome. This paper ...
Outcome and Process Assessment, Health Care Sex Factors Employment Middle Aged Female Depression Adult Male Age Factors Humans Machine Learning Models, Statistical Decision Trees
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Understanding patient satisfaction with received healthcare services: A natural language processing approach.

AMIA ... Annual Symposium proceedings. AMIA Symposium Feb 10, 2017
Important information is encoded in free-text patient comments. We determine the most common topics in patient comments, design automatic topic classifiers, identify comments ' sentiment, and find new topics in negative comments. Our annotation schem...
Natural Language Processing Bayes Theorem Terminology as Topic Outcome and Process Assessment, Health Care Patient Satisfaction Humans Delivery of Health Care
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Outcome Prediction in Clinical Treatment Processes.

Journal of medical systems Oct 29, 2015
Clinical outcome prediction, as strong implications for health service delivery of clinical treatment processes (CTPs), is important for both patients and healthcare providers. Prior studies typically use a priori knowledge, such as demographics or p...
Outcome and Process Assessment, Health Care Models, Statistical Data Mining Algorithms Humans Electronic Health Records Machine Learning Hospitalization
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A systematic review and meta-analysis evaluating completeness and outcomes of robotic thyroidectomy.

The Laryngoscope Sep 19, 2014
OBJECTIVES/HYPOTHESIS: Despite immense interest, robotic-assisted thyroidectomy (RT) remains controversial in differentiated thyroid carcinoma (DTC). This systematic review and meta-analysis compared surgical completeness and/or oncological outcomes ...
Robotics Humans Thyroidectomy Neoplasm Recurrence, Local Outcome and Process Assessment, Health Care Thyroid Neoplasms
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Humanoid assessing rehabilitative exercises.

Methods of information in medicine Jul 1, 2014
INTRODUCTION: This article is part of the Focus Theme of Methods of Information in Medicine on "New Methodologies for Patients Rehabilitation".
Robotics Telerehabilitation Outcome and Process Assessment, Health Care Exercise Therapy Humans Artificial Intelligence Software Algorithms Pulmonary Disease, Chronic Obstructive
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[Not Available].

CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne Nov 8, 2021
Machine Learning Algorithms Reproducibility of Results Humans Program Development Outcome and Process Assessment, Health Care Implementation Science Quality Improvement Program Evaluation Randomized Controlled Trials as Topic
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Artificial Intelligence and Behavioral Science Through the Looking Glass: Challenges for Real-World Application.

Annals of behavioral medicine : a publication of the Society of Behavioral Medicine Dec 1, 2020
BACKGROUND: Artificial Intelligence (AI) is transforming the process of scientific research. AI, coupled with availability of large datasets and increasing computational power, is accelerating progress in areas such as genetics, climate change and as...
Behavioral Sciences Humans Artificial Intelligence Health Behavior Outcome and Process Assessment, Health Care Behavior Therapy
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Randomized controlled trial of OnTrack, a just-in-time adaptive intervention designed to enhance weight loss.

Translational behavioral medicine Nov 25, 2019
Individual instances of nonadherence to reduced calorie dietary prescriptions, that is, dietary lapses, represent a key challenge for weight management. Just-in-time adaptive interventions (JITAIs), which collect and analyze data in real time to deli...
Machine Learning Female Adult Humans Mobile Applications Overweight Obesity Male Risk Assessment Patient Satisfaction Outcome and Process Assessment, Health Care Patient Compliance Weight Reduction Programs Telemedicine
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Applying machine learning to predict real-world individual treatment effects: insights from a virtual patient cohort.

Journal of the American Medical Informatics Association : JAMIA Oct 1, 2019
OBJECTIVE: We aimed to investigate bias in applying machine learning to predict real-world individual treatment effects.
Outcome and Process Assessment, Health Care Computer Simulation Precision Medicine Cohort Studies Treatment Outcome Prognosis Humans Machine Learning
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