2026-10-13T01:19:47Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33815517 2026-09-15T18:07:37Z category_21 category_734 category_931 category_64 category_106 portal_5 item_type_3 month_year_09_2026

<p>Preliminary testing of the predictive ability of the basic modesl on the original dataset. Including we deploy Decision Tree, XGBoost, logistic regression, SVM, and a simple multi-layer neural network. At the same time, we also extracted the test set as a sample balanced version, and the performance of XGBoost and neural network models was acceptable.</p> Qiang Li (8118) Yangxinrong Tang (24950724) Yiling Shi (12091356) Yufeng Wu (567558) Zhan Xu (6239195) Hefeng Zhou (5049827) James J. Zhang (9144302) Biotechnology Biological Sciences not elsewhere classified Information Systems not elsewhere classified Cancer Science Policy using shapley values traditional approaches relying routine clinical use practical decision support incremental data updates experimental results demonstrate enhance early identification children &# 8217 become particularly urgent assisted clinical diagnosis 772 samples ), novel data synthesis life factors associated adolescent depression risk reflections </ p imbalanced health data novel method life indicators risk youths risk stratification risk assessment social interactions sleep duration replacing clinician recent attempts predict survey national survey may miss issues brought isolation policies interpretability analysis factor replacement especially given conventional models average accuracy 19 pandemic 14 %. <p>Preliminary testing of the predictive ability of the basic modesl on the original dataset. Including we deploy Decision Tree, XGBoost, logistic regression, SVM, and a simple multi-layer neural network. At the same time, we also extracted the test set as a sample balanced version, and the performance of XGBoost and neural network models was acceptable.</p> 2026-09-15T18:07:21Z Dataset Dataset 10.1371/journal.pone.0357661.t003 https://figshare.com/articles/dataset/_p_Preliminary_testing_of_the_predictive_ability_of_the_basic_modesl_on_the_original_dataset_Including_we_deploy_Decision_Tree_XGBoost_logistic_regression_SVM_and_a_simple_multi-layer_neural_network_At_the_same_time_we_also_extracted_the_te/33815517 CC BY 4.0