{"id":"W2144335178","doi":"10.1093/annonc/mds334","title":"EndoPredict improves the prognostic classification derived from common clinical guidelines in ER-positive, HER2-negative early breast cancer","year":2012,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":216,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Medicine; Breast cancer; Internal medicine; Oncology; Gynecology; Cancer; Clinical trial; Chemotherapy; Population","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":[0.005007499,0.0009063347,0.001322568,0.001502578,0.0004793836,0.002049501,0.0004996565,0.0008264565,0.002649446],"category_scores_gemma":[0.01940662,0.0002033919,0.0009556877,0.001336036,0.000257847,0.001418775,0.001092228,0.00120634,0.0007921975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005697045,"about_ca_system_score_gemma":0.001087483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002964266,"about_ca_topic_score_gemma":0.006337513,"domain_scores_codex":[0.9974084,0.001448499,0.0002027519,0.000329181,0.0004246412,0.0001865445],"domain_scores_gemma":[0.9858605,0.008371805,0.002328556,0.001036558,0.001706659,0.0006959728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004847432,0.0004183957,0.8989475,0.0001537889,0.0009703864,0.0001209123,0.0001395087,0.003684336,0.0004572412,0.000421392,0.008234664,0.0816045],"study_design_scores_gemma":[0.0007895094,0.00220209,0.929807,0.000190275,0.002562938,0.0005591934,0.0004034843,0.04577359,0.001760183,0.005174656,0.01067559,0.0001014809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811199,0.00245034,0.003181181,0.001674032,0.0002777877,0.00008388529,0.005980416,0.0001998076,0.005032624],"genre_scores_gemma":[0.9900979,0.0006327468,0.003101718,0.0004353386,0.0002848629,0.00004667729,0.004455752,0.0000429043,0.0009019802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005007499,"threshold_uncertainty_score":0.02648252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050207597150615,"score_gpt":0.4284765327166134,"score_spread":0.3234557730015519,"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."}}