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We included studies that (1) used social media texts to investigate depression, (2) used machine learning, and (3) reported effect sizes (area under the curve, Pearson r, and specificity and sensitivity or data used to impute these values) for depression prediction. We excluded protocol papers and studies that were not written in English.
Two independent researchers (DP and FM) screened and selected the relevant studies by the inclusion and exclusion criteria.
J Med Internet Res 2025;27:e59002
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The PMIS (Pearson r=−0.76; P
As we examined the sensitivity and specificity data to choose cut scores, we chose to favor sensitivity to minimize missing individuals with true disease in this sample of patients considered high risk because of their cognitive concerns. The cut scores for a positive result on the 5-Cog components were as follows: PMIS ≤6 (range 0-8), Symbol Match ≤25 (range 0-65), and s MCR >5 (range 0-7).
JMIR Res Protoc 2025;14:e60471
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