S Venturi, M P Sharma, B Lopez, M Panesi
Data-Inspired and Physics-Driven Model Reduction for Dissociation: Application to the O2 + O System
The journal of physical chemistry. A
providers caring adolescents young adults hiv ayahiv mostly base adherence counseling clinical encounters clinical judgment expectations patients medication adherence currently data provider predictions viral suppression ayahiv aimed assess accuracy provider predictions patients viral suppression status compared viral load results providers caring ayahiv asked predict likelihood viral suppression patients clinical encounter give reasons predictions provider predictions compared actual viral load measurements patients patient data abstracted electronic health records final analysis included 9 providers 28 patients 34 observations paired provider predictions viral load results provider prediction accuracy viral suppression low 59 cohens kappa 016 provider predictions lack viral suppression based nonadherence medications new patient status structural vulnerabilities eg unstable housing anticipated viral suppression based medication adherence history viral suppression presence family social forms support providers difficulty accurately predicting viral suppression among ayahiv may base counseling incorrect assumptions rapid pointofcare viral load testing may provide opportunities improve counseling provided clinical encounter