{"id":"W2561642944","doi":"10.1007/s10549-016-4080-9","title":"Survival with metastatic breast cancer based on initial presentation, de novo versus relapsed","year":2016,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":189,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Metastatic breast cancer; Internal medicine; Breast cancer; Cancer; Oncology; Cohort; Gynecology; Gastroenterology","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":[0.0001615816,0.0003190149,0.0002549377,0.0001156348,0.0002897852,0.0000492905,0.0001299399,0.00006745499,0.0002065975],"category_scores_gemma":[0.00001721582,0.0001857037,0.00006509931,0.0002012785,0.0004032089,0.00001496088,0.00006533061,0.00007954308,0.00001219814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006124139,"about_ca_system_score_gemma":0.0008098525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003935684,"about_ca_topic_score_gemma":0.005581205,"domain_scores_codex":[0.9977959,0.0002079717,0.0001614666,0.0006584242,0.0004890008,0.0006872596],"domain_scores_gemma":[0.9987832,0.000171333,0.00006002576,0.0003785132,0.000324618,0.0002823049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1479702,0.004190862,0.470979,0.0001300067,0.005706315,0.0004646374,0.0004429806,0.0004020165,0.01692259,0.0005517029,0.002679561,0.3495601],"study_design_scores_gemma":[0.06588507,0.006924697,0.8790349,0.0005169208,0.0004694185,0.0003087421,0.0004971021,0.00005330262,0.04028418,0.0001314513,0.004957948,0.0009362561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792718,0.0009076754,0.0002027172,0.01379485,0.0002159505,0.0008225262,0.003838483,0.00003877853,0.0009072171],"genre_scores_gemma":[0.9959952,0.00130727,0.0001256875,0.00007884841,0.0004098224,0.001488921,0.00007382881,0.00004969586,0.0004706765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4080559,"threshold_uncertainty_score":0.7572777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05852073882272807,"score_gpt":0.3837003820819997,"score_spread":0.3251796432592717,"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."}}