{"id":"W2404135395","doi":"10.1158/1538-7445.sabcs15-pl2","title":"Abstract PL2: Clonal Dynamics and Breast Cancer Subtypes","year":2016,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Somatic evolution in cancer; Breast cancer; Context (archaeology); Biology; Cancer; Clonal selection; Population; Copy-number variation; Precision medicine; Computational biology; Bioinformatics; Genetics; Medicine; Genome; Gene; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001004138,0.0002832974,0.000327259,0.001415495,0.0004379227,0.001933726,0.0004762938,0.0005622587,0.01012823],"category_scores_gemma":[0.003435399,0.0001328432,0.0003084542,0.001628385,0.0002570616,0.00068174,0.0006002391,0.0007693311,0.001626073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008697382,"about_ca_system_score_gemma":0.0002910733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001643418,"about_ca_topic_score_gemma":0.001269733,"domain_scores_codex":[0.9996326,0.00006420213,0.00002230892,0.00009245917,0.0001516659,0.00003674522],"domain_scores_gemma":[0.9976141,0.0008724805,0.000593993,0.0001807645,0.0005033385,0.0002353305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00144498,0.0001754251,0.6359813,0.0004596255,0.000207451,0.0007739345,0.0007337215,0.004543309,0.0323939,0.004806848,0.06569615,0.2527832],"study_design_scores_gemma":[0.00005520202,0.0003719495,0.9310862,0.000116855,0.0001207861,0.002768186,0.0006885747,0.009555971,0.01000435,0.008099794,0.03707225,0.00005975829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9168154,0.009216988,0.01177796,0.007566688,0.0005181693,0.0002427893,0.01671423,0.0006483105,0.03649941],"genre_scores_gemma":[0.976195,0.001685598,0.002458016,0.0005757046,0.0004517505,0.0001013733,0.005435774,0.000110125,0.01298662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01012823,"threshold_uncertainty_score":0.03388232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02382747591752925,"score_gpt":0.3491622693087386,"score_spread":0.3253347933912093,"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."}}