{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002581484,0.0004475948,0.0005340162,0.001821504,0.0003550019,0.002090168,0.0005105438,0.00090356,0.001542735],"category_scores_gemma":[0.008910326,0.0001615698,0.0002353238,0.002436489,0.001176215,0.0009904702,0.0005686545,0.000988765,0.0007537607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451531,"about_ca_system_score_gemma":0.001446993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01232227,"about_ca_topic_score_gemma":0.01053921,"domain_scores_codex":[0.9989467,0.0003101732,0.0001039773,0.000143476,0.0004403666,0.00005537305],"domain_scores_gemma":[0.9962099,0.00150101,0.000795702,0.0001249833,0.001135079,0.000233366],"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":[0.0006430854,0.00006582695,0.3078257,0.001469894,0.0001735077,0.0005583393,0.000345081,0.001111395,0.005176873,0.004884173,0.01359009,0.6641561],"study_design_scores_gemma":[0.00009888777,0.001193688,0.5798403,0.007715227,0.0007724662,0.01398222,0.001671721,0.006366234,0.01291275,0.02715968,0.3479776,0.0003093158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04678202,0.9089325,0.005509526,0.02198398,0.0009417539,0.00005070175,0.001385574,0.0001128177,0.01430111],"genre_scores_gemma":[0.4918453,0.483947,0.01217467,0.004353713,0.002385915,0.00006042685,0.001187244,0.00004965578,0.003996127],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01232227,"threshold_uncertainty_score":0.02450109,"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."}}