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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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Similarly to cohort, there is a trend of increasing median nocturnal scratch frequency and duration with increasing severity of SCORAD but highly overlapping ranges (Figures 2 C and D).
Characterization of human-labeled scratching behavior by disease severity and patient-reported itch. Distribution of normalized scratch frequency (scratch bouts per hour; left column) and normalized scratch duration (scratch seconds per hour; right column) are shown.
J Med Internet Res 2025;27:e72216
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