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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.