“…With respect to the predictors, no variable selection was performed since the deletion of variables, even non-significant ones, could impair predictive accuracy [20]. Following a review of the existing studies, we established the final prediction models with 19 predictors associated with outcomes that had been used in previous studies [16,[21][22][23][24][25][26][27][28][29]. The following predictor data were collected at admission: patient age (65-69, 70-74, 75-79, 80-84, 85-89, 90-94, and �95 years), sex, BMI (<17.0, 17.0-18.4, 18.5-24.9, 25.0-29.90, and �30.0) [30], need for assistance with at least one of the ten activities of daily living (ADL) in the Barthel index (feeding, bathing, grooming, dressing, bowel control, bladder control, toilet use, transfers from bed to chair, mobility on level surfaces, and stairs) [31], malnutrition, consciousness level (using the Japan coma scale: 0: alert; 1-3: delirious; 10-30: somnolent; and 100-300: coma), emergency hospitalization, previous unplanned hospitalization for aspiration pneumonia within the last 90 days at the same hospital, and comorbidities.…”