2026-10-11T19:12:06Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33939604 2026-09-18T17:50:32Z category_12 category_734 category_106 portal_5 item_type_3 month_year_09_2026

<p>Full-sample descriptive information for the nine education systems.</p> Meng Liu (261774) Xin Bai (1933264) Xiaohong Li (71964) Wei Jin (87150) Weifeng Jin (1578250) Cell Biology Biological Sciences not elsewhere classified Science Policy weighted descriptive association uses background information support causal inference st255q01ja &# 8212 shapley additive explanations mode imputation workflow international student assessment 685 students ). nine education systems independent individual predictions 35 screening procedure results describe recurrent attribution patterns across analysis describes survey full alternative median specific performance changes attribution patterns pisa systems screening stability restriction analysis individual diagnosis examined survey assess changes alternative training specific model xgboost treeshap whereas held universal superiority shap ranks shap magnitude seven machine rank variation probability cohort primary top pisa ), learning pipelines incomplete agreement grouped held genetic algorithm four sensitivity focal architecture eight variables data analyses conservative subset 2022 programme <p>Full-sample descriptive information for the nine education systems.</p> 2026-09-18T17:50:26Z Dataset Dataset 10.1371/journal.pone.0351534.t001 https://figshare.com/articles/dataset/_p_Full-sample_descriptive_information_for_the_nine_education_systems_p_/33939604 CC BY 4.0