{"id":"W2915941540","doi":"10.1016/j.hemonc.2019.02.001","title":"Prediction of Oncotype Dx recurrence score using clinical parameters","year":2019,"lang":"en","type":"article","venue":"Hematology/Oncology and Stem Cell Therapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Essar Steel Algoma (Canada); Sault Area Hospital; NOSM University","funders":"","keywords":"Progesterone receptor; Simple (philosophy); Oncology; Internal medicine; Medicine; Statistics; Mathematics; Computer science; Gynecology; Breast cancer; Cancer; Estrogen receptor","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":[0.0006593846,0.0005612308,0.0003151366,0.001116208,0.00009853798,0.0004261998,0.0002126729,0.0002665864,0.001493379],"category_scores_gemma":[0.002706067,0.00006765957,0.0002701475,0.0004936075,0.0001948821,0.000219719,0.0003702117,0.0003022199,0.0003545998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001387738,"about_ca_system_score_gemma":0.0002034685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005138514,"about_ca_topic_score_gemma":0.0006035782,"domain_scores_codex":[0.9996877,0.00009810972,0.00004504467,0.00005306648,0.00008880778,0.00002739423],"domain_scores_gemma":[0.9987854,0.0004658357,0.0004184014,0.00005421329,0.0001685604,0.0001074883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002773433,0.00003111975,0.982222,0.00002577243,0.00004180996,0.0001160424,0.00001431912,0.0007046707,0.001042282,0.00003487575,0.0002820046,0.01520784],"study_design_scores_gemma":[0.00004680441,0.000558175,0.9818552,0.00002490077,0.0001140932,0.001612502,0.0000647015,0.01129049,0.003095342,0.0001714438,0.001154527,0.00001189379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944641,0.0007409932,0.002892169,0.0001004971,0.00002832352,0.00003826366,0.0004616242,0.00004476078,0.001229294],"genre_scores_gemma":[0.9982384,0.0001115549,0.001017182,0.00001139299,0.00001813681,0.00001394007,0.0003643318,0.000002509111,0.0002226486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001493379,"threshold_uncertainty_score":0.004995823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07774010668270737,"score_gpt":0.3288963078730097,"score_spread":0.2511562011903024,"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."}}