Andres Molano, Arturo Harker, Juan Camilo Cristancho
Effects of Indirect Exposure to Homicide Events on Children's Mental Health: Evidence from Urban Settings in Colombia
Journal of youth and adolescence
voice disorders dysphonia common among general population pathologies often remain untreated reach high level severity assisting detection voice disorders could facilitate early diagnosis subsequent treatment study address practical aspects automatic voice disorders detection avdd realworld scenarios data annotated voice disorders usually scarce due various challenges involved collection annotation data however relatively large datasets available reduced number domains context propose use combination outofdomain indomain data training deep neural networkbased avdd system offer guidance minimum amount indomain data required achieve acceptable performance propose use costbased metric normalized expected cost ec evaluate performance avdd systems way closely reflects needs application added benefit optimal decisions ec made principled way given bayes decision theory finally argue medical applications like avdd categorical decisions need accompanied interpretable scores reflect confidence system even accurate models often produce scores suited interpretation show models easily improved adding calibration stagetrained minutes indomain data outputs resulting calibrated system better support practitioners decisionmaking process