{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001762868,0.0007486609,0.0007682146,0.00152757,0.001551526,0.003259852,0.0009693861,0.001732676,0.005922629],"category_scores_gemma":[0.00421844,0.0004079239,0.001010949,0.000974995,0.005204957,0.003290453,0.001955104,0.001733642,0.0005301744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004336988,"about_ca_system_score_gemma":0.001648776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005949958,"about_ca_topic_score_gemma":0.003037974,"domain_scores_codex":[0.9990014,0.0005750665,0.00002726849,0.0001055899,0.0002074918,0.00008315965],"domain_scores_gemma":[0.9970999,0.002121814,0.0001827543,0.0002298993,0.0002334433,0.0001322218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002135912,0.000008434307,0.0001756683,0.00003421636,0.000005798014,0.0000198004,0.000082119,0.01324891,0.0001078074,0.9838299,0.0008455908,0.001639611],"study_design_scores_gemma":[0.000007974881,0.00001424661,0.0002110718,0.00002141755,0.000004370378,0.00004798624,0.00006757941,0.09996944,0.00005131208,0.893248,0.0063481,0.00000853286],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07296472,0.01800234,0.6517326,0.02847144,0.0007088452,0.0001773815,0.0004413972,0.0003249061,0.2271765],"genre_scores_gemma":[0.8780448,0.009269224,0.08554474,0.001341768,0.001057568,0.0007675379,0.0002702588,0.0001052826,0.02359886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005949958,"threshold_uncertainty_score":0.03146714,"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."}}