{"id":"W2810519364","doi":"10.1039/c8an00345a","title":"Breast cancer subtype specific biochemical responses to radiation","year":2018,"lang":"en","type":"article","venue":"The Analyst","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Okanagan University College; University of British Columbia, Okanagan Campus; BC Cancer Agency; Kelowna General Hospital; University of British Columbia","funders":"Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Cancer; Breast cancer; Cancer research; Medicine; Oncology; Chemistry; Biology; Computational biology; Internal medicine","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":[0.0001713919,0.00009540229,0.0001031608,0.00004112004,0.00009678564,0.00002353063,0.0002005757,0.00006221999,0.000163964],"category_scores_gemma":[0.00001935767,0.00006898222,0.00007179724,0.0001949811,0.0001014253,0.00000215675,0.00006106075,0.00004444908,0.00009740208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000018005,"about_ca_system_score_gemma":0.00006851691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002008189,"about_ca_topic_score_gemma":0.0001473187,"domain_scores_codex":[0.9993165,0.00005274501,0.0001189178,0.0002311908,0.0001025336,0.0001781531],"domain_scores_gemma":[0.9993719,0.000008375619,0.00004279251,0.0003976944,0.0001032843,0.00007596923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004016339,0.00001316489,0.001212094,0.000001629558,0.00004468847,2.960055e-8,0.00007450843,0.000003873408,0.7079592,0.00006113927,0.2839712,0.006256817],"study_design_scores_gemma":[0.0001763544,0.00004217138,0.0292381,0.000004495234,0.00003424372,0.00001135549,0.00003852302,0.000006892034,0.1244284,0.00001593018,0.8458946,0.0001089439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912416,0.003152781,0.0003981532,0.001904752,0.002395979,0.000112584,0.00008357796,0.00001189725,0.0006987249],"genre_scores_gemma":[0.9654131,0.001029803,0.00006790407,0.0008486263,0.02995086,0.00001842622,0.00003549604,0.00001512102,0.002620681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5835308,"threshold_uncertainty_score":0.2813013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201866205228084,"score_gpt":0.2761307890480342,"score_spread":0.2641121269957534,"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."}}