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The optimal performance of the BN in predicting clinically-confirmed bacterial pneumonia (28) under different input scenarios and different FPR/FNR trade-off preferences (P1-P4).

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Figshare2023-03-13 更新2026-04-28 收录
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https://figshare.com/articles/dataset/The_optimal_performance_of_the_BN_in_predicting_clinically-confirmed_bacterial_pneumonia_28_under_different_input_scenarios_and_different_FPR_FNR_trade-off_preferences_P1-P4_/22265844
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Specifically, we defined optimal based on a minimised weighted sum of FPR and FNR across the 10-fold cross-validation results. For each input scenario and FPR/FNR trade-off preference, we present here the threshold used when the optimal performance is achieved, and its associated false positives (FP), false negatives (FN), sensitivity and specificity. Note that there is a total of 25 positive observations of clinically-confirmed bacterial pneumonia in our cohort of 230 cases of X-ray confirmed pneumonia. Raw results and scripts for generating these metrics can be accessed via Open Science Framework (https://osf.io/m97vb/).
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2023-03-13
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