{"id":"W2171670688","doi":"10.1186/bcr2427","title":"Tailored targeted therapy for all: a realistic and worthwhile objective against","year":2009,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Tamoxifen; Endocrine system; Breast cancer; Oncology; Metastatic breast cancer; Diethylstilbestrol; Cancer; Internal medicine; Adjuvant; Surgical oncology; Adjuvant therapy; Ovarian cancer; Targeted therapy; Hormone","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001712004,0.0002493988,0.0004593185,0.0004652924,0.0002923223,0.0001132562,0.0002793361,0.0001840241,0.0003867508],"category_scores_gemma":[0.0003206003,0.0002096031,0.0001112232,0.0009168461,0.0003828878,0.0001140001,0.00007608173,0.0009490388,0.00002377436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007319388,"about_ca_system_score_gemma":0.001563669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002066287,"about_ca_topic_score_gemma":0.0002443387,"domain_scores_codex":[0.9960321,0.0002554457,0.0003176463,0.0008099897,0.001326248,0.001258613],"domain_scores_gemma":[0.9971352,0.0003356826,0.00005262819,0.000607115,0.001264559,0.0006047651],"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":[0.01770583,0.000832943,0.01736217,0.0004202646,0.000450939,0.0002320587,0.002225259,0.0000238796,0.06200137,0.001316674,0.09066425,0.8067644],"study_design_scores_gemma":[0.01759107,0.004948397,0.8563614,0.001170237,0.00007284893,0.0003365946,0.001206063,0.002575938,0.01148152,0.005798609,0.09752203,0.0009352397],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8774156,0.01497805,0.0002319553,0.08163136,0.0003153635,0.01052254,0.00128617,0.0003697424,0.01324921],"genre_scores_gemma":[0.9900292,0.004271416,0.0004110867,0.001544485,0.0007825276,0.001243399,0.0001086842,0.00007473194,0.001534541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8389993,"threshold_uncertainty_score":0.8547367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0992520777201737,"score_gpt":0.4547878069890771,"score_spread":0.3555357292689034,"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."}}