{"id":"W2165873574","doi":"10.1126/science.1187468","title":"Complexity and Diversity","year":2010,"lang":"en","type":"article","venue":"Science","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Diversity (politics); Organism; Selection (genetic algorithm); Frequency-dependent selection; Evolutionary biology; Biology; Phenotype; Eigenvalues and eigenvectors; Genetic algorithm; Variation (astronomy); Biological system; Computer science; Genetics; Physics; Artificial intelligence; Gene; Sociology","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":[0.001044552,0.0003063789,0.0007885097,0.001939943,0.001538034,0.005323967,0.0007372733,0.00114969,0.005435433],"category_scores_gemma":[0.005249466,0.0002246801,0.0004052758,0.00109761,0.007964753,0.006441361,0.003806211,0.001488901,0.0006556516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551484,"about_ca_system_score_gemma":0.0007164153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005629038,"about_ca_topic_score_gemma":0.0004642531,"domain_scores_codex":[0.9986083,0.0003177082,0.0000758738,0.0003591701,0.0004448566,0.0001941986],"domain_scores_gemma":[0.9970666,0.001444006,0.0003498425,0.0004569857,0.0002916578,0.0003909362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002879619,0.00001029729,0.002283588,0.0001646891,0.00004244201,0.0001027853,0.0006574469,0.002233432,0.001281117,0.9648945,0.002218257,0.02608246],"study_design_scores_gemma":[0.000005020303,0.00001271845,0.002218259,0.00004533937,0.000009672533,0.0002333184,0.0002765522,0.001765735,0.000232306,0.97263,0.02255617,0.00001485894],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4275755,0.05171409,0.1462877,0.0351885,0.001061516,0.0001311949,0.001182692,0.0003939434,0.3364647],"genre_scores_gemma":[0.9733069,0.006841358,0.01040019,0.001116178,0.0005634743,0.0000806938,0.0003881701,0.00004491496,0.007258209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005435433,"threshold_uncertainty_score":0.01818335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161400736553951,"score_gpt":0.2549441902374588,"score_spread":0.2433301828719193,"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."}}