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Simply, each possible label combination is transformed into a class, thereby transforming the multi-label problem into a multi-class classification problem.
One of them considers each label combination as class identifier, whereas the other one performs an individual evaluation of each label imbalance level.
This was performed on a pool containing all pixels, positively labeled for at least one component, from images of 4 cells for each of the 5 treatments (untreated cells, Y-27632-treated cells, and Y-27632-treated cells followed by 3 recovery times, altogether 20 cells for each labeling combination).
Phase 2 (Week 17 Week 32): Open-label combination therapy.
Phase 2 is open-label combination therapy for all patients with forced dose titration.
Baseline was defined as the last value prior to the start of open-label combination therapy.
Phase 3 (Week 33 Week 52): Open-label combination therapy plus open-label add-on (if BP is above 140/90 mm Hg).
All patients receive open-label combination therapy with losartan/HCTZ 100/12.5 initially, titrated to losartan/HCTZ 100/25 at week 24.
Phase 3 is open-label combination therapy for all patients with the option of additional open-label add-on therapy to achieve BP target (<140/90 mm Hg).
Similarly, relative expression value for every gene should be 1 (or 0 on a log scale), independent of the dye-label combination in question.
Patients (n = 66) with a baseline HbA1c = 11% received an open-label combination therapy with linagliptin 2.5 mg plus metformin 1000 mg, both twice daily.
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