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Details of the grading process and segmentation correction procedures were updated in the methods section under the subheading "Error determination, manual correction, and exclusion of scans".
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Automated calling (in which PCR fragment sizes and allele assignment are automatically determined) or manual determination of genotyping data (number of repeats for each loci) was entered into Microsoft Excel (Redmond, WA, USA) tables and imported for further analysis into BioNumerics software (Applied Maths, St Martens, Belgium).
Table 4 Vessel attribute prediction performance, measured as coefficient of determination between manual truth and predicted labels for 158,850 images in IMO testing set Draught Gross tonnage Length Summer deadweight SVM 0.598 0.554 0.743 0.481 CNN 0.770 0.419 0.863 0.466.
For all automated steps, including plate setup and inoculation as well as agar plating for MBC determination, the manual procedure required 68 min of pipetting (spread over 2 days), while the automated procedure took only 22 min (also over 2 days) and did not require the constant attention of laboratory personnel.
In contrast, shoulder pro-/retraction shows systematic differences between the different data groups (inter-tester, intra-tester, inter-subject) for the mean differences between marker-based angle determination and manual goniometer measurements.
Additionally, the elongated vs. round phenotype was determined by manual counting of the cells and eye determination of the shape.
The manual determination of chemical reaction networks (CRN) and reaction rate equations is cumbersome and becomes workload prohibitive for large systems.
Penetrometer ECa data also provided efficient and accurate (r2 = 0.92) estimation of calibration-point topsoil depth as an alternative to soil coring and manual determination.
The simplest mechanisms will be manual determination and confirmation of authenticity and trust level.
For now I'll stick with NetNewsWire and hope that my own manual determination of relevance doesn't leave me missing out on too much important news.
An example of manual determination of genotyping is shown in Figure 2B.
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