{"id":"W2771217224","doi":"10.1158/1078-0432.ccr-17-1941","title":"Homologous Recombination Deficiency and Platinum-Based Therapy Outcomes in Advanced Breast Cancer","year":2017,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"DNA Repair Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":195,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency; Canada's Michael Smith Genome Sciences Centre","funders":"National Cancer Institute; Infrastructure Canada; Canadian Institutes of Health Research","keywords":"Breast cancer; Medicine; Oncology; Internal medicine; Mutation; Cancer; Genetics; Biology; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001678402,0.0001197687,0.0002239834,0.00006684211,0.0002507937,0.00006735985,0.0004430923,0.0002154053,0.00008149883],"category_scores_gemma":[0.0006685867,0.0001013451,0.00007202926,0.00006754938,0.0003826789,0.0000105872,0.0002042911,0.0003470379,0.00000490091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005280668,"about_ca_system_score_gemma":0.0003322604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006465776,"about_ca_topic_score_gemma":0.001267418,"domain_scores_codex":[0.9982283,0.0002621376,0.0003028983,0.0005535752,0.0002734675,0.000379672],"domain_scores_gemma":[0.99878,0.0001374925,0.000115774,0.0006407691,0.0002162663,0.0001097449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007032484,0.0003071715,0.6765121,0.00002066436,0.00002092193,0.00001078252,0.00002083092,0.00003358056,0.04102311,0.00009567285,0.0002595774,0.2809924],"study_design_scores_gemma":[0.003870863,0.0007085694,0.9646969,0.000048144,0.00000350527,0.000002602314,0.00003071472,0.0002616828,0.02783077,0.0009521293,0.001389394,0.0002047388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951265,0.001161702,0.00002384906,0.002523358,0.0002975501,0.0003839936,0.00004175329,0.00001021359,0.0004310918],"genre_scores_gemma":[0.9955859,0.002971788,0.0001967639,0.0002171174,0.00009696642,0.0002636174,0.000009088147,0.00002166297,0.0006370791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2881848,"threshold_uncertainty_score":0.4132734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.120658166216388,"score_gpt":0.4976245641582129,"score_spread":0.3769663979418249,"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."}}