{"id":"W4388832605","doi":"10.3390/jpm13111620","title":"Young Women with Breast Cancer: The Current Role of Precision Oncology","year":2023,"lang":"en","type":"review","venue":"Journal of Personalized Medicine","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Breast cancer; Medicine; Precision medicine; Young adult; Cancer; Genetic testing; Oncology; Internal medicine; Cohort; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001330579,0.0008137701,0.001211602,0.001895974,0.0003943562,0.001471516,0.0009056187,0.002088585,0.003020434],"category_scores_gemma":[0.002418332,0.0002357421,0.0005642995,0.00208978,0.0009192742,0.002621331,0.0009864997,0.003058787,0.00143046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001111913,"about_ca_system_score_gemma":0.001784349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001120853,"about_ca_topic_score_gemma":0.001790105,"domain_scores_codex":[0.9994956,0.0001330935,0.00005520054,0.00007365194,0.0001970002,0.00004555254],"domain_scores_gemma":[0.9979171,0.001408177,0.0001342742,0.00005039143,0.0003859316,0.0001040843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000390827,0.00002880615,0.0001756418,0.0113715,0.00005794719,0.0001573269,0.0001063637,0.0002531602,0.0005695672,0.006488114,0.03915706,0.9415956],"study_design_scores_gemma":[0.000007222094,0.00004994412,0.0004342563,0.003843181,0.00005866213,0.001062682,0.00009439067,0.0000693977,0.0001667481,0.004614378,0.9895834,0.00001582897],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000656312,0.9972466,0.0001848502,0.001297897,0.0003553459,0.000002592709,0.00001234913,0.00001213532,0.0008225334],"genre_scores_gemma":[0.0005908053,0.9978033,0.0002468771,0.0006738142,0.0003550044,0.000004668136,0.00001611339,0.000002178118,0.0003073204],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003020434,"threshold_uncertainty_score":0.01010436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767153599882308,"score_gpt":0.3625306285493658,"score_spread":0.3348590925505427,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}