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. 2025 Sep 18;12:1629369. doi: 10.3389/fmed.2025.1629369

Table 3.

PROBAST results of the included studies.

Author year Study type ROB Applicability Overall
Participants Predictors Outcome Analysis Participants Predictors Outcome ROB Applicability
Stefano (26) B + + + + + +
Yinghua (19) B + + + +
Benjamin (23) A + + + + + +
Yuhei (27) A + + + + + +
Akaphol (24) A + + + + +
Pei-Chun (30) A + + + + + +
Amir (33) A + + + + +
Hang (20) A + + + +
Faysal (28) A + + + + + +
Kai (21) A + + ? + + + +
Yue (22) A + + ? + +
Sukrisdi (25) A + + + + + +
Kai-yang (32) A + + + + +
Hui (29) B + + + + +
Ling (31) A + + + + +
Xuejun (18) B + + + + + +

PROBAST, Prediction model Risk of Bias Assessment Tool; ROB, Risk of Bias; A indicates “development only”; B indicates “development and validation in the same publication”; + indicates low ROB/low concern regarding applicability; - indicates high ROB/high concern regarding application? Indicates unclear ROB/unclear concern regarding applicability.