{"id":15930677,"url":"https://github.com/milerius/tender_samet","last_synced_at":"2025-06-12T13:04:19.075Z","repository":{"id":37595081,"uuid":"178546520","full_name":"Milerius/tender_samet","owner":"Milerius","description":null,"archived":false,"fork":false,"pushed_at":"2022-12-08T00:47:53.000Z","size":34464,"stargazers_count":1,"open_issues_count":41,"forks_count":4,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-03-24T03:55:25.012Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Milerius.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2019-03-30T10:53:46.000Z","updated_at":"2022-05-04T15:04:54.000Z","dependencies_parsed_at":"2023-01-24T16:01:06.423Z","dependency_job_id":null,"html_url":"https://github.com/Milerius/tender_samet","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Milerius%2Ftender_samet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Milerius%2Ftender_samet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Milerius%2Ftender_samet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Milerius%2Ftender_samet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Milerius","download_url":"https://codeload.github.com/Milerius/tender_samet/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245319089,"owners_count":20595902,"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":[],"created_at":"2024-10-07T00:43:04.183Z","updated_at":"2025-03-24T17:32:10.311Z","avatar_url":"https://github.com/Milerius.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Smart lung disease diagnosis and personalized follow-up\n\n## Tagline\n\n**AI² – Smart lung diagnosis and personalized follow-up**\n\n![logo](assets/Logo.png)\n\n## Summary\n\nOur innovative solution aims to leverage AI (machine learning) on two streams (AIxAI=AI²), lung patient diagnostic, and hospital administrative workflow, to both streamline specialist workload and patient experience.\n\nWe are improving these processes by:\n- using a prediction model based on lung X-rays, to determine a lung patient pathology\n- automating coordination between diagnosis and booking assistant tools (CRM), to propose a relevant personalized follow-up appointment with a lung specialist\n\nWe also remove friction points in the process by using user-friendly app for the patient (e.g. to set reminders, localization of appointment, etc.)\n\n## Link to the one page article\n\n[Click here](one_page_article.md) for the more detailed approach\n\n## Additional Resources\n\n![text](assets/Smart_lung_disease_diagnosis_and_personalized_follow-up.png)\n\n### XRay Analysis algorithm details\n\n![algorithm](assets/algorithm_diagram.png)\n\n**Ressources**:\n**CheXpert**: Irvin, Jeremy, Pranav Rajpurkar, Michael Ko, Yifan Yu, Silviana Ciurea-Ilcus, Chris Chute, Henrik Marklund, Behzad Haghgoo, Robyn Ball, und Katie Shpanskaya. „CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison“. arXiv preprint arXiv:1901.07031, 2019.\n\n**ResNet**: He, Kaiming, Xiangyu Zhang, Shaoqing Ren, und Jian Sun. \"Deep residual learning for image recognition\". In Proceedings of the IEEE   conference on computer vision and pattern recognition, 770–778, 2016.\n\nWe tried the **VGG network**, but it didn´t perform as well: Simonyan, Karen, und Andrew Zisserman. \"Very deep convolutional networks for large-scale image recognition.\" \narXiv preprint arXiv:1409.1556, 2014.\n\n## Technical Specifications\n\n[Click here](technical_specifications.md) for the technical specifications\n\n## Installations \u0026 Reproduction Detailed Instructions\n\n[Click here](INSTALLATION.md) to access installation instructions\n\n[Click here](REPRODUCIBILITY.md) to access reproducibility instructions\n\n## Team Members\n\n![Team](assets/AI_Hackathon_dream_team.JPG)\n\nBenedikt Jordan [Linkedin](https://www.linkedin.com/in/benedikt-jordan-9b068b9a/), Benedikt.jordan@posteo.de\n\nAnass Bellachehab [Linkedin](https://www.linkedin.com/in/anass-bellachehab-a89baa8a/), ans.bellache@gmail.com\n\nAllwyn Joseph [Linkedin](https://www.linkedin.com/in/allwyn-joseph/), allwyn@azmed.co\n\nRoman Sztergbaum [Linkedin](https://www.linkedin.com/in/roman-sztergbaum), [Github](https://github.com/Milerius), rmscastle@gmail.com\n\nNoémie Héroin [Linkedin](https://www.linkedin.com/in/noemie-heroin), noemie.heroin@gmail.com\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilerius%2Ftender_samet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmilerius%2Ftender_samet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilerius%2Ftender_samet/lists"}