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Social and Behavioral Sciences Commons

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Full-Text Articles in Social and Behavioral Sciences

Applying Data Science And Machine Learning To Understand Health Care Transition For Adolescents And Emerging Adults With Special Health Care Needs, Lisamarie Turk Dec 2022

Applying Data Science And Machine Learning To Understand Health Care Transition For Adolescents And Emerging Adults With Special Health Care Needs, Lisamarie Turk

Nursing ETDs

A problem of classification places adolescents and emerging adults with special health care needs among the most at risk for poor or life-threatening health outcomes. This preliminary proof-of-concept study was conducted to determine if phenotypes of health care transition (HCT) for this vulnerable population could be established. Such phenotypes could support development of future studies that require data classifications as input. Mining of electronic health record data and cluster analysis were implemented to identify phenotypes. Subsequently, a machine learning concept model was developed for predicting acute care and medical condition severity. Three clusters were identified and described (Cluster 1, n …


Relationships Between Self-Efficacy, Participation In Prison Programs, And Perceived Ability To Live Crime Free Upon Release From Prison, Beret Ravenscroft Jul 2022

Relationships Between Self-Efficacy, Participation In Prison Programs, And Perceived Ability To Live Crime Free Upon Release From Prison, Beret Ravenscroft

Nursing ETDs

This study examined the relationships between self-efficacy, participation in prison programs, and perceived ability to live crime free among male prisoners in state-operated New Mexico prisons. Among the 589 study participants, those who reported having received assistance in changing criminal attitudes agreed they would be able to live crime free at a rate 8% higher than those who did not (p = .029). Those who agreed that they are able to accomplish any task (p = .001) or who disagreed with feeling helpless to deal with problems (p = .001) also scored significantly higher in perceived ability …