ALB and nutritional deficiency disease: These findings highlight the limitations of conventional assessment methods and serum albumin in detecting early malnutrition, particularly in non-inflammatory conditions and obese populations, underscoring the need for more sensitive and comprehensive nutritional evaluation tools.