{"id":"W4409361743","doi":"10.58931/cot.2025.2130","title":"The Role of ctDNA in Breast Cancer: Prognosis and Clinical Utility","year":2025,"lang":"en","type":"article","venue":"Canadian oncology today.","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Cancer Institute","keywords":"Breast cancer; Oncology; Medicine; Internal medicine; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003063263,0.0000724704,0.0001492565,0.00004375815,0.00007304139,0.000009000761,0.0001490657,0.000201916,0.00001270943],"category_scores_gemma":[0.0001279091,0.0000637819,0.00004304621,0.00008750273,0.0002702597,0.000001082225,0.00006593042,0.000107783,6.494777e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000972947,"about_ca_system_score_gemma":0.002114905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05066136,"about_ca_topic_score_gemma":0.7076133,"domain_scores_codex":[0.9992353,0.00006619721,0.0002415845,0.0002115632,0.00002567499,0.000219708],"domain_scores_gemma":[0.9994591,0.0001009455,0.00005156856,0.0001926848,0.00006284465,0.0001328669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006714441,0.00003286126,0.7462606,0.000004998623,0.00004050285,0.000002608235,0.00001448187,0.000001961375,0.0005794827,0.0008504129,0.006021638,0.2461233],"study_design_scores_gemma":[0.0003678763,0.00007896254,0.5041639,0.00001172877,0.00001831743,0.000003389517,0.0001069278,0.00007666167,0.0008573508,0.0005125368,0.4937424,0.00005989639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728612,0.009798798,0.000003276703,0.007207276,0.0003622175,0.0002299432,0.0002016425,0.000002034722,0.009333585],"genre_scores_gemma":[0.9932445,0.005512047,0.00003091932,0.000956281,0.00007777438,0.00003653752,0.00001123972,0.000005108112,0.000125638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.656952,"threshold_uncertainty_score":0.9556603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007787703013319037,"score_gpt":0.297753369462649,"score_spread":0.28996566644933,"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."}}