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Fig 1.

Overview of the study design.

This study (orange) originates from a source review (blue). Articles included in the source review were used for data extraction with ChatGPT-4o. The ’Consensus on extracted data’ from the source review was considered as the reference standard, against which ChatGPT-4o’s responses were tested for validity and reproducibility (black).

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Fig 1 Expand

Table 1.

Response assessment categories.

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Table 1 Expand

Fig 2.

ChatGPT-4o response assessment.

Evaluation of ChatGPT-4o responses compared to the reference standard. Response categories included ’Completely correct,’ ’Satisfactory,’ ’Lacking information,’ ’Missing all information,’ and ’False information’.

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Fig 2 Expand

Fig 3.

Stratification of ChatGPT-4o responses by outcome reporting status.

The proportion of ChatGPT-4o responses in each response category stratified based on whether the articles reported the outcome or not.

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Fig 3 Expand

Fig 4.

Proportion of correct and satisfactory ChatGPT-4o responses across four data domains.

The proportion of ’Completely correct’ and ’Satisfactory’ responses from ChatGPT-4o compared to the reference standard across four data domains: General information, Population, Intervention and comparator, and Outcome.

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Fig 4 Expand

Table 2.

Overall and domain-specific results of reproducibility of data extraction by ChatGPT-4o.

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Table 2 Expand