{"id":"W1977704967","doi":"10.3747/co.19.1024","title":"Advances in the Management of Metastatic Breast Cancer: Options Beyond First-Line Chemotherapy","year":2012,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Treatment and Pharmacology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Ottawa Hospital; Centre Hospitalier de l’Université de Montréal","funders":"Eisai Canada; Eisai","keywords":"Medicine; Metastatic breast cancer; Chemotherapy; Breast cancer; Oncology; First line; Cancer; Internal medicine; Bioinformatics; Cancer research; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002111811,0.0001121926,0.000285734,0.00008181412,0.0000358884,0.000001708353,0.00009334218,0.00002894312,0.0007968235],"category_scores_gemma":[0.000001387641,0.0000738323,0.00006843585,0.000232184,0.00009749674,0.00007846542,0.00002129969,0.0001330354,0.00001259899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001921194,"about_ca_system_score_gemma":0.0000475755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002281073,"about_ca_topic_score_gemma":0.0001108568,"domain_scores_codex":[0.9992216,0.00005882619,0.0002287802,0.0001224711,0.0001143058,0.0002540232],"domain_scores_gemma":[0.9995795,0.00008890218,0.0001004163,0.0001384235,0.00003367267,0.0000590627],"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":[0.0007985045,0.009200907,0.1177997,0.0007516405,0.0003476423,0.0000220738,0.002540736,0.00005664206,0.0001098302,0.003319019,0.004444303,0.860609],"study_design_scores_gemma":[0.008233318,0.0007137898,0.1564821,0.0001384113,0.0008670735,0.0001227633,0.0006255293,0.00005764635,0.0001552241,0.0004337088,0.8320441,0.0001263328],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7435886,0.1983232,0.000237722,0.03061611,0.004222644,0.00252458,0.000175614,0.00004796952,0.02026363],"genre_scores_gemma":[0.9097186,0.08869435,0.0002712331,0.0004206262,0.0003159126,0.0004234269,0.00003863509,0.000009949403,0.0001073168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8604827,"threshold_uncertainty_score":0.8724658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08873687054459974,"score_gpt":0.4667276146840497,"score_spread":0.37799074413945,"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."}}