2026-10-10T23:36:42Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33966779 2026-09-22T17:23:52Z category_21 category_873 category_734 category_931 category_811 category_106 portal_5 item_type_3 month_year_09_2026

<p>Model construction method and predictive performance.</p> Jinhua Yan (356455) Yanping Song (657295) Yangmei Du (25091117) Fanmin Li (13919859) Biotechnology Chemical Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified Mathematical Sciences not elsewhere classified Science Policy ml )&# 8211 ml &# 8211 interpretability also exist extreme gradient boosting body mass index bias assessment tool 87 &# 8211 17 %&# 8211 systematically searched pubmed support vector machine early risk identification prediction model risk eligible studies focused although several models good discriminatory performance analysis </ p based prediction models xgboost ), 0 svm ), 0 rf ), 0 lightgbm ), 0 overall pooled area lr ), based models systematically evaluate pooled prevalence machine learning early stage model performance many studies effects model 13 studies interpretable models xlink "> wanfang databases two reviewers systematic review synthesized using subgroup analyses study selection study quality study characteristics study aimed predictive performance performed independently <p>Model construction method and predictive performance.</p> 2026-09-22T17:23:40Z Dataset Dataset 10.1371/journal.pone.0358876.t002 https://figshare.com/articles/dataset/_p_Model_construction_method_and_predictive_performance_p_/33966779 CC BY 4.0