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Natural Language Processing for Identification of Hospitalized People Who Use Drugs: Cohort Study
The presence of any of the following criteria (ie, abbreviated with the letters B, D, M, and N) were used to qualify the hospitalizations for inclusion in the PWUD cohort:
B (Biomarkers): In line with a previous study, positive urine toxicology for drugs or medications for SUD (eg, cocaine, amphetamine, methadone, suboxone, fentanyl, opiate, oxycodone), positive HCV antibody with positive or quantifiable HCV viral load [29]
D (Diagnostic codes): Presence of ICD-9 and or ICD-10 code for overdose, substance use
JMIR AI 2025;4:e63147
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Reference 31: Co-design of a virtual reality cognitive remediation program for depression (bWell-D) with
JMIR Ment Health 2025;12:e69359
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To mitigate this, we also reported Cohen d, which quantified the standardized magnitude of change regardless of sample size, and 95% CI, which offered a range of plausible values for the mean difference.
Postcoaching variation and effect size.
a Hb A1c: glycated hemoglobin.
b LDL: low-density lipoprotein.
ce GFR: estimated glomerular filtration rate.
These complementary metrics provide more nuanced insight into intervention effects.
JMIR Form Res 2025;9:e73807
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