{"id":"W2049589423","doi":"10.1007/s12609-013-0121-0","title":"Novel Therapies for Metastatic HER2 Positive Breast Cancer","year":2013,"lang":"en","type":"article","venue":"Current Breast Cancer Reports","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Pertuzumab; Trastuzumab; Medicine; Lapatinib; Metastatic breast cancer; Docetaxel; Oncology; Trastuzumab emtansine; Internal medicine; Breast cancer; Cancer","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004174861,0.0004700614,0.0007594104,0.0002109745,0.0001934366,0.0001281116,0.0001883188,0.00009649626,0.004880334],"category_scores_gemma":[0.00005010704,0.0003763461,0.0003269353,0.000455391,0.0002605654,0.0003359324,0.0001023184,0.0004740545,0.00004865838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009631177,"about_ca_system_score_gemma":0.001605139,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100676,"about_ca_topic_score_gemma":0.0003084582,"domain_scores_codex":[0.9962584,0.00005414497,0.0007934237,0.0009303331,0.0009773355,0.000986411],"domain_scores_gemma":[0.9967706,0.0001015338,0.0004113272,0.0007487787,0.001398839,0.0005689186],"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":[0.0005298155,0.001205814,0.1106363,0.001600613,0.001110088,0.0001488023,0.001039519,0.00004330008,0.01151508,0.0001193178,0.06164194,0.8104094],"study_design_scores_gemma":[0.00369981,0.0002394475,0.9073501,0.003344111,0.0007632257,0.01095592,0.0004115316,0.0006781755,0.002655522,0.0006758546,0.06816934,0.001056914],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7356547,0.07972042,0.008016005,0.1172751,0.0174382,0.02534327,0.01247829,0.001100321,0.00297364],"genre_scores_gemma":[0.9852083,0.001501567,0.0007286846,0.0008463353,0.001881335,0.007919488,0.0001773554,0.0001862055,0.001550667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8093525,"threshold_uncertainty_score":0.9998689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06508384817084498,"score_gpt":0.4015346760583286,"score_spread":0.3364508278874836,"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."}}