{"id":"W2163467402","doi":"10.1145/1830483.1830640","title":"Symbiosis, complexification and simplicity under GP","year":2010,"lang":"en","type":"article","venue":"","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Killam Trusts","keywords":"Simplicity; Inheritance (genetic algorithm); Computer science; Metaphor; Complexification; Theoretical computer science; Artificial intelligence; Range (aeronautics); Process (computing); Genetic programming; Programming language; Mathematics; Epistemology; Engineering; Biology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001508725,0.0004402056,0.0005819245,0.0007001594,0.001006645,0.002787785,0.0008420288,0.001282115,0.003144596],"category_scores_gemma":[0.007960172,0.0002993234,0.000607697,0.0007840949,0.007944324,0.005884178,0.003439089,0.002260047,0.0003577247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190259,"about_ca_system_score_gemma":0.0007203326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579623,"about_ca_topic_score_gemma":0.0009317651,"domain_scores_codex":[0.9984541,0.0004585588,0.00007418252,0.0004806826,0.0004174281,0.0001150599],"domain_scores_gemma":[0.9975421,0.001159438,0.0003048208,0.0006458936,0.0001875965,0.000160118],"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":[0.00001779002,0.000007615678,0.0004711195,0.000041929,0.00001325176,0.0000803736,0.0003724158,0.01220919,0.0006566622,0.9621454,0.0006023673,0.02338187],"study_design_scores_gemma":[0.000009529364,0.00001880252,0.0003070456,0.00001149474,0.000006741523,0.0001263867,0.00005348225,0.01832543,0.0002852532,0.9751503,0.005695448,0.00001004227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1356311,0.002859367,0.7610515,0.009536823,0.0001631817,0.00006717222,0.0001616825,0.0006053975,0.08992378],"genre_scores_gemma":[0.8987579,0.001219049,0.09252539,0.0005148495,0.0001708008,0.0001050955,0.0000959773,0.00013407,0.006476838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003144596,"threshold_uncertainty_score":0.01051968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466461931550477,"score_gpt":0.252159429944485,"score_spread":0.2374948106289802,"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."}}