{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007254271,0.00004685608,0.00004075279,0.00002317202,0.0001573558,0.00006347899,0.0002325783,0.00002972754,0.00003126781],"category_scores_gemma":[0.000004331806,0.00004124555,0.00001226767,0.0001316655,0.00004631103,0.0001972159,0.00008826277,0.00007856968,0.00004458457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004698222,"about_ca_system_score_gemma":0.0000139416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004072458,"about_ca_topic_score_gemma":0.00002018018,"domain_scores_codex":[0.9995695,0.000006628306,0.00007763786,0.0001882791,0.00007045059,0.00008749615],"domain_scores_gemma":[0.9995338,0.00003838202,0.00002194422,0.000308629,0.00003970508,0.00005754592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[9.836266e-8,0.00002702943,0.0005682659,7.517917e-7,0.000001367707,3.822316e-8,0.00001635276,0.000001807432,0.0123683,0.9817247,0.0007219136,0.004569347],"study_design_scores_gemma":[0.0001866205,0.00002138864,0.5498043,0.000001607328,0.000003283525,0.00003517351,0.0000283825,0.1839705,0.003318711,0.2455019,0.01691729,0.0002108887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08032789,0.00001316743,0.9069156,0.007608421,0.00006823921,0.00008668868,0.000001617925,0.0001463452,0.004831999],"genre_scores_gemma":[0.8765761,0.000004665697,0.1226905,0.0004638112,0.00003310568,0.00001284926,0.000003003641,0.000001881663,0.0002140166],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7962483,"threshold_uncertainty_score":0.1681945,"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."}}