{"count":3,"items":[{"article":null,"cancer_slugs":["invasive-breast-carcinoma"],"category":"radiology","confidence":"medium","developer":"MIT Jameel Clinic / Massachusetts General Hospital","hf":null,"kind":"task-model","license":"MIT","links":{"demo":null,"docs":null,"doi":"10.1126/scitranslmed.aba4373","github":"https://github.com/yala/Mirai","huggingface":null,"paper":"https://www.science.org/doi/10.1126/scitranslmed.aba4373","pmid":null},"modalities":["mammography"],"name":"Mirai","openness":"open-weights","regulatory_status":"research-only","release_date":"2021-01-27","settings":["screening"],"slug":"mirai","summary":"Model oparty na mammografii, przewiduj\u0105cy pi\u0119cioletnie ryzyko raka piersi z czterech standardowych projekcji przesiewowych, zaprojektowany tak, by dzia\u0142a\u0107 stabilnie mi\u0119dzy szpitalami, z czynnikami klinicznymi lub bez nich.","tasks":["risk-prediction","screening"],"url":"/ai-oncology/models/mirai","verified_at":"2026-09-05T22:26:01.517810","version":null},{"article":null,"cancer_slugs":["invasive-breast-carcinoma"],"category":"screening","confidence":"medium","developer":"Kheiron Medical Technologies (now part of DeepHealth / RadNet)","hf":null,"kind":"product","license":"proprietary","links":{"demo":null,"docs":null,"doi":null,"github":null,"huggingface":null,"paper":null,"pmid":null},"modalities":["mammography"],"name":"Mia","openness":"closed","regulatory_status":"ce-marked","release_date":null,"settings":["screening"],"slug":"mia","summary":"Komercyjny czytnik AI dla mammografii przesiewowej, oceniany jako dodatkowy czytaj\u0105cy w brytyjskim systemie podw\u00f3jnego odczytu; prospektywne badanie GEMINI w Aberdeen wykaza\u0142o dodatkowe raki wykryte, gdy Mia oznaczy\u0142a przypadki uznane przez czytaj\u0105cych za prawid\u0142owe.","tasks":["screening","detection"],"url":"/ai-oncology/models/mia","verified_at":"2026-09-07T15:01:52.837241","version":null},{"article":null,"cancer_slugs":["invasive-breast-carcinoma"],"category":"screening","confidence":"medium","developer":"ScreenPoint Medical","hf":null,"kind":"product","license":"proprietary","links":{"demo":null,"docs":"https://screenpoint-medical.com/","doi":null,"github":null,"huggingface":null,"paper":null,"pmid":null},"modalities":["mammography"],"name":"Transpara","openness":"closed","regulatory_status":"fda-cleared","release_date":null,"settings":["screening"],"slug":"transpara","summary":"Komercyjne AI do mammografii z dopuszczeniem FDA i znakiem CE, u\u017cywane jako czytaj\u0105cy r\u00f3wnoleg\u0142y lub zast\u0119pczy w skriningu piersi; randomizowane badanie MASAI w Szwecji u\u017cy\u0142o go do tria\u017cu odczyt\u00f3w.","tasks":["screening","detection"],"url":"/ai-oncology/models/transpara","verified_at":"2026-09-06T02:56:17.920346","version":null}],"standard":"https://cancer3.ai/docs/ai-model-card","vocab":{"confidence":["high","medium","low"],"dataset_access":["open","registration","dua","controlled","commercial"],"dataset_kinds":["dataset","registry","benchmark","biobank","corpus"],"formats":["SVS","TIFF","NDPI","DICOM","NIfTI","PNG","JPEG","CSV","TSV","JSON","Parquet","FASTQ","BAM","VCF","MAF","h5ad","PDB","mmCIF","text","other"],"kinds":["foundation","task-model","tool","framework","product"],"link_roles":["pretraining","training","finetuning","evaluation","benchmark"],"modalities":["histopathology","radiology-ct","radiology-mri","radiology-xray","mammography","pet","ultrasound","dermoscopy","endoscopy","genomics","transcriptomics","single-cell","proteomics","protein-sequence","molecules","clinical-text","literature","ehr","multimodal","immunopeptidomics"],"need_status":["open","in-progress","solved"],"openness":["open-weights","gated-weights","api-only","closed"],"regulatory":["research-only","fda-cleared","fda-de-novo","fda-pma","ce-marked","ce-ivdr","not-applicable"],"settings":["basic-research","screening","diagnosis","prognosis","treatment-planning","treatment-response","drug-discovery","clinical-trials","education","vaccine-design","immunotherapy"],"tasks":["feature-extraction","classification","segmentation","detection","screening","risk-prediction","prognosis","treatment-response","survival-analysis","image-text-retrieval","report-generation","question-answering","information-extraction","clinical-trial-matching","protein-structure","variant-effect","gene-expression","single-cell","drug-discovery","drug-repurposing","peptide-mhc-binding","antigen-presentation","neoantigen-prioritisation"]}}