{"id":"W2289833948","doi":"","title":"Cancer as Competing Clones: Theoretical and Experimental Cellular Sociology>Systems Biology","year":2007,"lang":"en","type":"article","venue":"Cancer Epidemiology and Prevention Biomarkers","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Stroma; Biology; Computational biology; Cancer; Identification (biology); Cancer cell; Pathology; Cell biology; Genetics; Immunohistochemistry; Immunology; 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":[0.001809803,0.0002298223,0.0003738309,0.00005917975,0.0002013022,0.000009749654,0.0001120045,0.0004691897,0.0001168434],"category_scores_gemma":[0.0002638781,0.0002154712,0.00009587374,0.00004331214,0.001382449,0.000005059414,0.0001515796,0.0001388701,0.000003625127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004280194,"about_ca_system_score_gemma":0.00008884138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002972978,"about_ca_topic_score_gemma":0.0000557704,"domain_scores_codex":[0.9980054,0.0004132296,0.0004752054,0.0005959448,0.00003763404,0.0004725713],"domain_scores_gemma":[0.9989268,0.0004204334,0.0002164536,0.0001901794,0.00005197759,0.0001941906],"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":[0.001502192,0.0001071871,0.3175083,0.0001332654,0.0009359736,0.00001114494,0.0004300505,0.0000897348,0.546207,0.1121148,0.005639145,0.01532129],"study_design_scores_gemma":[0.01334823,0.005676636,0.09147239,0.0006424012,0.0008549963,0.00033554,0.00790293,0.002072232,0.3105924,0.1129637,0.4498912,0.004247351],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8755789,0.116557,0.005079586,0.0009186737,0.00103221,0.0002809226,0.00004999147,0.0000155298,0.0004870821],"genre_scores_gemma":[0.9889973,0.008216289,0.0005387599,0.001299141,0.0005590405,0.00009966485,0.000143616,0.00002176629,0.0001244599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.444252,"threshold_uncertainty_score":0.8786659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02116391392257563,"score_gpt":0.3549086531836013,"score_spread":0.3337447392610257,"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."}}