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Lessons Learned Identifying and Controlling Fraudulent Participation in Online Randomized Trials
J Med Internet Res 2025;27:e77512
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To better distinguish spatial boundaries, county borders were then layered on top for both states and cities, followed by additional boundaries for zip code borders for cities (Figures 1 D, 2 C and D). The next layer was a dot density plot for pharmacies, where one point corresponded to five pharmacy locations to better visualize locations given the generally large number of existing pharmacies (Figures 1 E and 2 E).
JMIR Public Health Surveill 2025;11:e75077
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NHS D: GDPPR data from the NHS Digital Trusted Research Environment.
In our bias analysis, for a hypothetical VE study, we assumed an analytic dataset of 10,000 individual records. In Scenario A (reference case), we correctly excluded all inactive records, analyzing only the 9700 active patients. With 60% vaccination coverage, a 1% event rate among vaccinated and a 5% event rate among unvaccinated individuals, we calculated a true VE of 70%.
JMIR Public Health Surveill 2025;11:e64788
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cancer.
x HADS: Hospital Anxiety and Depression Scales.
y ZSDS: Zung Self-Rating Depression Scale.
z PHQ: Patient Health Questionnaire.
aa MBSR: mindfulness-based stress reduction.
ab ACT: Acceptance and Commitment Therapy.
ac PROMIS: Patient-Reported Outcomes Measurement Information System.
ad ICMT: individual computer-based magnanimous therapy.
ae GCMT: group computer-based magnanimous therapy.
af PSSCP: Psychosomatic Status Scale for Cancer Patients.
ag SE: supportive expression.
ah CBM: couple-based meditation.
ai CES-D:
JMIR Cancer 2025;11:e70510
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