{"id":"W4286209595","doi":"10.3390/curroncol29070407","title":"Clinical Utility of Genomic Assay in Node-Positive Early-Stage Breast Cancer","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Oncology; Malignancy; Stage (stratigraphy); Internal medicine; Adjuvant chemotherapy; Adjuvant; Disease; Cancer; Bioinformatics; Gynecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001428158,0.0005680569,0.001552397,0.002268923,0.0001632462,0.0009875622,0.0008198798,0.001149551,0.003503918],"category_scores_gemma":[0.003150403,0.0002325378,0.001011116,0.001679823,0.0004330571,0.0008733406,0.0004830362,0.001509426,0.001460376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006814626,"about_ca_system_score_gemma":0.001286344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001542716,"about_ca_topic_score_gemma":0.002919724,"domain_scores_codex":[0.9995566,0.0001384802,0.00007765527,0.00006240597,0.0001410397,0.00002375842],"domain_scores_gemma":[0.9985037,0.001060896,0.0001257891,0.00002145101,0.0002535408,0.00003462161],"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":[0.00009666142,0.00003265905,0.000503317,0.02152649,0.0001949461,0.0001181053,0.00003748269,0.0001978867,0.0004572377,0.001879283,0.01940337,0.9555526],"study_design_scores_gemma":[0.00004817091,0.0001719258,0.002521302,0.02147741,0.0007103821,0.001431835,0.00008690169,0.0001440638,0.0006532858,0.002436296,0.9702865,0.00003200751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007976851,0.9986064,0.00007151828,0.0004279105,0.0001064392,0.000004926147,0.00002905306,0.000003058536,0.0006710123],"genre_scores_gemma":[0.0008131329,0.9982687,0.0001858066,0.0003222561,0.0000991933,0.000008459321,0.00004269209,0.000001265607,0.0002584558],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003503918,"threshold_uncertainty_score":0.01172179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1723086239216921,"score_gpt":0.480808541833929,"score_spread":0.308499917912237,"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."}}