{"id":"W961119122","doi":"10.1007/978-3-642-33902-8_13","title":"Mechanisms for Complex Systems Engineering Through Artificial Development","year":2012,"lang":"en","type":"book-chapter","venue":"Understanding complex systems","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Evolvability; Computer science; Function (biology); Sensitivity (control systems); Artificial intelligence; Development (topology); Space (punctuation); Control engineering; Engineering; Mathematics","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":[0.000512202,0.0006553293,0.000371563,0.0006785396,0.0006448105,0.002283754,0.001126986,0.001184227,0.01272908],"category_scores_gemma":[0.001022026,0.0003370137,0.000349932,0.0005622215,0.00362346,0.00312667,0.001117989,0.00209649,0.002903549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178726,"about_ca_system_score_gemma":0.0008359434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005204047,"about_ca_topic_score_gemma":0.000871646,"domain_scores_codex":[0.9998294,0.0000470511,0.000007200288,0.00002938652,0.00007391808,0.00001301456],"domain_scores_gemma":[0.9996684,0.0002049272,0.00001691634,0.00005751324,0.0000366193,0.00001565367],"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":[0.000001136941,0.00000625338,0.00001834465,0.00006025191,0.000003014234,0.00001428288,0.0000774626,0.001067486,0.0002514131,0.9750379,0.005873611,0.0175888],"study_design_scores_gemma":[0.000003877502,0.000006151049,0.000051818,0.00008593402,0.000003031456,0.00006328103,0.00003662335,0.002010697,0.0004261776,0.823485,0.1738214,0.00000589004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004624014,0.04035068,0.2572467,0.007752837,0.001056135,0.00007840239,0.00009669969,0.0004320442,0.6883625],"genre_scores_gemma":[0.2302017,0.06205365,0.2197957,0.002160939,0.00115784,0.0004666081,0.0003024533,0.0004966911,0.4833643],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01272908,"threshold_uncertainty_score":0.04258299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2073827047416988,"score_gpt":0.2742188261621337,"score_spread":0.06683612142043488,"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."}}