{"id":19865431,"url":"https://github.com/brunomontezano/mdd-prediction","last_synced_at":"2026-06-07T18:32:53.506Z","repository":{"id":107083905,"uuid":"359473268","full_name":"brunomontezano/mdd-prediction","owner":"brunomontezano","description":"🧠 Machine learning analysis for the paper named \"Predicting 3-year persistent or recurrent major depressive episode using machine learning techniques\".","archived":false,"fork":false,"pushed_at":"2022-08-09T17:28:50.000Z","size":3906,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-11T15:40:44.220Z","etag":null,"topics":["depression","elastic-net","glmnet","machine-learning","major-depressive-disorder","open-science","precision-medicine","precision-psychiatry","prediction","predictive-modeling","psychiatry"],"latest_commit_sha":null,"homepage":"","language":"R","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/brunomontezano.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-04-19T13:39:56.000Z","updated_at":"2024-11-03T02:49:06.000Z","dependencies_parsed_at":null,"dependency_job_id":"deee08d5-307f-42ad-b14e-e6e51cf26e70","html_url":"https://github.com/brunomontezano/mdd-prediction","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brunomontezano%2Fmdd-prediction","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brunomontezano%2Fmdd-prediction/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brunomontezano%2Fmdd-prediction/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brunomontezano%2Fmdd-prediction/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/brunomontezano","download_url":"https://codeload.github.com/brunomontezano/mdd-prediction/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241274623,"owners_count":19937227,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["depression","elastic-net","glmnet","machine-learning","major-depressive-disorder","open-science","precision-medicine","precision-psychiatry","prediction","predictive-modeling","psychiatry"],"created_at":"2024-11-12T15:22:34.549Z","updated_at":"2026-06-07T18:32:53.452Z","avatar_url":"https://github.com/brunomontezano.png","language":"R","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Analysis scripts from \"Predicting 3-year persistent or recurrent major depressive episode using machine learning techniques\" \u003ca href='https://github.com/brunomontezano/mdd-prediction/'\u003e\u003cimg src='figures/depression.jpg' align=\"right\" height=\"139\" /\u003e\u003c/a\u003e\n\n[![DOI](https://img.shields.io/badge/DOI-10.1016%2Fj.psycom.2022.100055-blue)](https://doi.org/10.1016/j.psycom.2022.100055)\n[![DOI](https://zenodo.org/badge/359473268.svg)](https://zenodo.org/badge/latestdoi/359473268)\n\n\nThis repository maintains the data analysis from the paper entitled \"Predicting\n3-year persistent or recurrent major depressive episode using machine learning\ntechniques\".\n\nThe study aimed to predict major depressive disorder (MDD) recurrence and\nsevere depression in MDD patients after three years of follow-up.\n\nThe paper is published at [*Psychiatry Research\nCommunications*](https://www.journals.elsevier.com/psychiatry-research-communications).\n\nYou can click the badge at the top of README to read the article, or click\n[here](https://doi.org/10.1016/j.psycom.2022.100055).\n\n## What does the repo contain?\n\nIt contains:\n\n- Scripts for each prediction model:\n    - Recurrent or persistent depression;\n    - Severity level of depression among all subjects;\n    - Severe depression among depressed subjects.\n- Scripts that generated paper figures;\n- Script that generated paper descriptive table.\n\nThe scripts use brazilian portuguese on many sections and variable names. Some\nfiles have comments in english to ease the reading for english speakers.\n\n## Python libraries used:\n\nThe following Python libraries were used:\n`matplotlib`,\n`seaborn`,\n`pandas`.\n\n## R packages used:\n\nThe following R packages were used:\n`dplyr`,\n`caret`,\n`pROC`,\n`purrr`,\n`glmnet`,\n`table1`,\nand `ggplot2`.\n\n## Contact\n\nYou can contact me at\nbmontezano@hcpa.edu.br\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrunomontezano%2Fmdd-prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbrunomontezano%2Fmdd-prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrunomontezano%2Fmdd-prediction/lists"}