{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,3]],"date-time":"2026-01-03T05:29:17Z","timestamp":1767418157499,"version":"3.48.0"},"reference-count":35,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,11,10]],"date-time":"2025-11-10T00:00:00Z","timestamp":1762732800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,11,10]],"date-time":"2025-11-10T00:00:00Z","timestamp":1762732800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,11,10]]},"DOI":"10.1109\/enc68268.2025.11311893","type":"proceedings-article","created":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T18:15:34Z","timestamp":1767377734000},"page":"1-6","source":"Crossref","is-referenced-by-count":0,"title":["Detection of Suicidal Behaviors in Medical Students Using Machine Learning Techniques"],"prefix":"10.1109","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-5544-8755","authenticated-orcid":false,"given":"Jos\u00e9 G. Gonz\u00e1lez","family":"Rodarte","sequence":"first","affiliation":[{"name":"Academic Unit of Electrical Engineering, Universidad Autónoma de Zacatecas,Zacatecas, Zac.,Mexico"}]},{"given":"Alejandro","family":"Mauricio-Gonz\u00e1lez","sequence":"additional","affiliation":[{"name":"Academic Unit of Electrical Engineering, Universidad Autónoma de Zacatecas,Zacatecas, Zac.,Mexico"}]},{"given":"Margarita L.","family":"Martinez-Fierro","sequence":"additional","affiliation":[{"name":"Academic Unit of Human Medicine and Health Sciences, Universidad Autónoma de Zacatecas,Molecular Medicine Laboratory,Zacatecas, Zac.,Mexico"}]}],"member":"263","reference":[{"issue":"6","key":"ref1","article-title":"Ideaci\u00f3n suicida en poblaci\u00f3n escolarizada infantil: factores psicol\u00f3gicos asociados","volume":"32","author":"De La Torre","year":"2009","journal-title":"Sistema de Informaci\u00f3n Cient\u00edfica Redalyc"},{"article-title":"Encuesta Nacional de Bienestar Autorreportado","volume-title":"Instituto Nacional de Estad\u00edstica y Geograf\u00eda (INEGI)","year":"2021","key":"ref2"},{"article-title":"Preventing suicide: Suicide prevention fact sheet","volume-title":"Centers for Disease Control and Prevention","year":"2025","key":"ref3"},{"article-title":"Suicidio","volume-title":"Organizaci\u00f3n Mundial de la Salud","year":"2025","key":"ref4"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-clinpsy-021815-093204"},{"key":"ref6","first-page":"112","article-title":"Variables psicosociales asociadas a la intenci\u00f3n suicida, ideaci\u00f3n suicida y suicidio en j\u00f3venes","volume":"8","author":"Vianch\u00e1","year":"2013","journal-title":"Revista Tesis Psicol\u00f3gica"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0104368"},{"key":"ref8","article-title":"Ideaci\u00f3n suicida y estr\u00e9s acad\u00e9mico en los estudiantes del \u00e1rea de la salud","author":"Rodr\u00edguez","year":"2022","journal-title":"Benem\u00e9rita Universidad Aut\u00f3noma de Puebla"},{"issue":"1","key":"ref9","first-page":"2431","article-title":"Ideaci\u00f3n suicida en estudiantes de medicina: prevalencia y factores asociados","volume":"43","year":"2014","journal-title":"Revista Colombiana de Psiquiatr\u00eda"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2022.1066673"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph192114033"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyt.2025.1505088"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3390\/diagnostics10110956"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.jad.2020.04.057"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-90728-z"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajp.2022.103363"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1080\/07448481.2021.1947841"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1017\/s2045796023000550"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1186\/s41155-024-00301-6"},{"volume-title":"TechTarget","key":"ref20","article-title":"What is a Support Vector Machine (SVM)?"},{"volume-title":"IBM Think","key":"ref21","article-title":"What is Random Forest?"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pmed.1004581"},{"volume-title":"scikit-learn 1.5.2 Documentation","key":"ref23","article-title":"sklearn.preprocessing.MultiLabelBinarizer"},{"key":"ref24","article-title":"Train and Test Data","volume-title":"Statistics for Machine Learning","author":"Ross","year":"2018"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1201\/9781315108230"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-30164-8_192"},{"volume-title":"Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow","year":"2022","author":"G\u00e9ron","key":"ref27"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1002\/SERIES1345"},{"key":"ref29","article-title":"Machine Learning Backward Elimination","volume-title":"Medium","author":"Kandru","year":"2024"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/bf00994018"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1023\/a:1010933404324"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-84858-7"},{"article-title":"ROC and AUC - Classification | Machine Learning Crash Course","volume-title":"Google for Developers","year":"2025","key":"ref33"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-56706-x"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TCSS.2020.3021467"}],"event":{"name":"2025 Mexican International Conference on Computer Science (ENC)","start":{"date-parts":[[2025,11,10]]},"location":"Orizaba, Veracruz, Mexico","end":{"date-parts":[[2025,11,14]]}},"container-title":["2025 Mexican International Conference on Computer Science (ENC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11311716\/11311718\/11311893.pdf?arnumber=11311893","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,3]],"date-time":"2026-01-03T05:27:31Z","timestamp":1767418051000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11311893\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,10]]},"references-count":35,"URL":"https:\/\/doi.org\/10.1109\/enc68268.2025.11311893","relation":{},"subject":[],"published":{"date-parts":[[2025,11,10]]}}}