Performance evaluation measure of the machine learning algorithm after data balancing with SMOTE and grid search tuning. حسب Alemu Birara Zemariam (17540938)

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ROC curve analysis of machine learning algorithms with balanced data before tuning (A) and after optimized with hyper parameter tuning (B). حسب Alemu Birara Zemariam (17540938)

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Data Sheet 1_Predicting place of delivery choice among childbearing women in East Africa: a comparative analysis of advanced machine learning techniques.pdf حسب Habtamu Setegn Ngusie (12178327)

"…</p>Conclusion<p>This study underscores the vital role of machine learning algorithms in predicting health facility deliveries. …"

Data Sheet 2_Predicting place of delivery choice among childbearing women in East Africa: a comparative analysis of advanced machine learning techniques.pdf حسب Habtamu Setegn Ngusie (12178327)

"…</p>Conclusion<p>This study underscores the vital role of machine learning algorithms in predicting health facility deliveries. …"

Comparison of imbalanced data handling techniques using accuracy and AUC values. حسب Alemu Birara Zemariam (17540938)

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Prevalence of stunting among adolescent girls in Ethiopia, 2016 with unbalanced data (A) and balanced date using SMOTE (B). حسب Alemu Birara Zemariam (17540938)

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Study workflow diagram. حسب Alemu Birara Zemariam (17540938)

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Stunting final dataset. حسب Alemu Birara Zemariam (17540938)

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A mean SHAP value report. حسب Alemu Birara Zemariam (17540938)

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A waterfall plot analysis. حسب Alemu Birara Zemariam (17540938)

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Prediction results under the association rule algorithm. حسب Yongkang Ding (21807539)

NRPStransformer, an Accurate Adenylation Domain Specificity Prediction Algorithm for Genome Mining of Nonribosomal Peptides حسب Zhihan Zhang (1403308)

"…Nonribosomal peptides serve as pivotal sources for drug discovery. Accurate prediction of the substrate specificity of adenylation domains in nonribosomal peptide synthetases is crucial for genome mining of nonribosomal peptides, yet current prediction methods fall short in accuracy. …"

The relevant data file for this article. حسب Linsha Liu (20378293)

Relevant computed image data. حسب Zhaoyu Ku (20660546)

Summary of relevant works. حسب Bashir Olaniyi Sadiq (22478011)

Main code. حسب Jingguo Bi (21439766)

The relevant code in the manuscript can be found in the supporting information data file. حسب Xini Fang (20861990)

Model-relevant variable data for external patients. حسب Lei Gao (6566)

Impact of the results of the prediction method. حسب Xin Wang (91924)

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Relevant data underlying the findings described in manuscript. حسب Lin Qi (128224)