{"id":"W2129759851","doi":"10.1148/rg.345130049","title":"Molecular Classification of Infiltrating Breast Cancer: Toward Personalized Therapy","year":2014,"lang":"en","type":"article","venue":"Radiographics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint-Gobain (Canada); Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Breast cancer; Trastuzumab; Cancer; Oncogene; Mammography; Targeted therapy; CA15-3; Oncology; Magnetic resonance imaging; Effective diffusion coefficient; Disease; Ductal carcinoma; Pathology; Internal medicine; Cancer research; Radiology","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":[0.001809474,0.0006092524,0.001027857,0.002339884,0.0003589972,0.002213486,0.001175391,0.000700402,0.000987179],"category_scores_gemma":[0.002630558,0.0002492166,0.0005445329,0.001150341,0.0006197554,0.001396044,0.0007847957,0.002611767,0.0009492022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001791325,"about_ca_system_score_gemma":0.001130937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001446039,"about_ca_topic_score_gemma":0.001534338,"domain_scores_codex":[0.9993891,0.0002093328,0.00005592457,0.0001032312,0.0001865606,0.00005590015],"domain_scores_gemma":[0.9992368,0.0001292134,0.0001347686,0.00008159063,0.0003373936,0.00008036277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001818988,0.000160205,0.01474531,0.0006908792,0.000137148,0.0002058943,0.000186028,0.006568211,0.007947115,0.04333963,0.05131225,0.8745255],"study_design_scores_gemma":[0.00015915,0.0005981358,0.02530981,0.002283682,0.0005597508,0.003480861,0.0007046224,0.0695315,0.008985297,0.1987162,0.689442,0.0002290324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05728818,0.4556265,0.3414257,0.1076433,0.005695156,0.000504424,0.00208665,0.002284771,0.02744535],"genre_scores_gemma":[0.2874882,0.3169479,0.3552448,0.01643703,0.008772915,0.0007224251,0.004363444,0.0003629063,0.009660562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002339884,"threshold_uncertainty_score":0.01299703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700720884125453,"score_gpt":0.2708266851719873,"score_spread":0.2538194763307328,"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."}}