A hesitation-feedback recommendation approach and its application in large-scale group emergency decision making

•Develop a complete problem-solving approach for group decision making.•Orient complex large-scale groups and time-sensitive emergency decision scenarios.•Design a feasible mechanism of group consensus strategies under time pressure.•Propose feedback recommendation strategies with a subgroup identification method.•A real case study of China's fight against the COVID-19 epidemic.