This dataset is related to "Internal and Predictive Validity of the French Health of the Nation Outcome Scales: Need for Future Directions" (Golay, P., Basterrechea, L., Conus P., & Bonsack C.) It includes 19 variables and 2722 cases. The variables could be described as follows : 1) Anonymous_unique_ID - a unique anonymous numeric identifier 2) Duration_of_hospitalisation_in_daysation - the duration of the hospital stay in days 3) Readmission_with_the_year_yes_or_no - binary variable indicating if patient was rehospitalized within 365 days (0 = no, 1 = yes) 4) Duration_between_hospitalisation - if patient was rehospitalized within 365 day, duration between hospiztalizations in days 5) Age_at_admission - age at admission in years 6) Gender - Gender (1 = male, 2 = female) 7) HONOS1 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 8) HONOS2 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 9) HONOS3 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 10) HONOS4 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 11) HONOS5 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 12) HONOS6 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 13) HONOS7 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 14) HONOS8 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 15) HONOS9 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 16) HONOS10 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 17) HONOS11 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 18) HONOS12 - HoNOS item 1 (scored between 0 and 4, 9 = "unknown") 19) Diagnostic - Diagnostic information (1 = Dementia, 2 = Alcool use, 3 = Drug use, 4 = Schizophrenia, 5 = Mania, 6 = Depression, 7 = Anxiety and stress related disorder, 8 = Behavioral syndromes associated with psychological distrubances and physical factors, 9 = Personality disorder)