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Such data can be used for other research, including eliminating cases of mistaken identity and matching the information with other publicly available material.
This is achieved by eliminating cases of the majority class (undersampling) or replicating cases of the minority class (oversampling).
Eliminating cases of carcinoma with microinvasion, Stage IV tumors, men, bilateral carcinomas, and no residual carcinoma after biopsy, 634 patients with no adjuvant therapy (11.0 % of the total) and 477 patients with adjuvant tamoxifen monotherapy (8.3 % of the total) were entered into the present study.
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Using the lowest available toxicity measures within taxonomic groups as the most conservative approach resulted in a bias towards overestimation of product toxicity, but did not eliminate cases of considerable underestimation of product toxicity.
Random simulations show that this approach eliminated cases of false positives from our dataset.
16 The current study used fasting blood glucose and HbA1c levels to confirm diabetes, which eliminated cases of undiagnosed diabetes.
After eliminating cases with missing or out-of-range gestational age (< 18 weeks or > 45 weeks), missing parity, maternal age less than 12 years, stillbirths or multiple births, and birth weight <400 grams but gestation >22 weeks, the final sample consisted of 80,989 births.
Of the 2,432 self-reported PD patients, we excluded 459 who were diagnosed before 1995 to eliminate cases prevalent at the time of cohort enrollment.
After eliminating all cases of bystander affiliation where the bystander was a sub-adult, juvenile or infant, a total of N = 109 remained for the analysis.
This imposes a novel and interesting new constraint on the type of learning that can occur, eliminating the cases of (perceptual) learning due to 'stimulus imprinting' [28] and focusing on what Goldstone [28] has termed 'attention weighting'.
These are crucial in detecting and eliminating active cases of TB who spread the disease in the community.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com