{"id":"W2808217424","doi":"10.3747/co.25.3814","title":"Clinical Application and Utility of Genomic Assays in Early-Stage Breast Cancer: Key Lessons Learned to Date","year":2018,"lang":"en","type":"review","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Estrogen receptor; Clinical trial; Cancer; Bioinformatics; Stage (stratigraphy); Adjuvant; Oncology; Hormone receptor; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002056332,0.0006798646,0.001570411,0.002321303,0.0002604066,0.001498379,0.0009562237,0.001298145,0.00294354],"category_scores_gemma":[0.004268905,0.000300602,0.0007346596,0.002095152,0.001004271,0.001914846,0.000737927,0.002395361,0.001412671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008298098,"about_ca_system_score_gemma":0.001842543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274794,"about_ca_topic_score_gemma":0.002029113,"domain_scores_codex":[0.9994683,0.0001441316,0.00008856756,0.00009747979,0.0001675998,0.00003397161],"domain_scores_gemma":[0.9969425,0.002244835,0.0001560241,0.00006994632,0.000513811,0.00007293341],"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":[0.00009042615,0.00004227427,0.000451542,0.01809967,0.00008806388,0.000195822,0.00008644964,0.0002953628,0.0008371874,0.004862487,0.01802553,0.9569252],"study_design_scores_gemma":[0.00001530279,0.0001053965,0.001161189,0.008515191,0.0001782891,0.00175468,0.0001254102,0.0001010057,0.0006959965,0.004165526,0.9831534,0.00002855605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000797731,0.9984469,0.0001309469,0.0005491381,0.0001443814,0.00000325753,0.00001520686,0.00000390261,0.0006266185],"genre_scores_gemma":[0.0007701615,0.9982223,0.0002748552,0.0002889129,0.0001728673,0.000005433757,0.00002325989,0.000001895527,0.0002403077],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00294354,"threshold_uncertainty_score":0.01087505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2274189665208654,"score_gpt":0.515538137064959,"score_spread":0.2881191705440936,"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."}}