{"id":"W2199868482","doi":"10.1007/0-387-23254-0_11","title":"Genetic Programming of an Algorithmic Chemistry","year":2006,"lang":"en","type":"book-chapter","venue":"","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Genetic programming; Synchronization (alternating current); Parallel computing; Theoretical computer science; Distributed computing; Programming language; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004967018,0.0001868313,0.0001864225,0.00004120519,0.00006389932,0.00003791336,0.0007596469,0.0001718666,0.0001043554],"category_scores_gemma":[9.268683e-7,0.0001859103,0.00009455065,0.00004574674,0.00007620077,0.0001054781,0.0001524123,0.0001445743,0.00002991882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003141675,"about_ca_system_score_gemma":0.00009592647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003895082,"about_ca_topic_score_gemma":0.000002640164,"domain_scores_codex":[0.9988796,0.000003129863,0.0003006429,0.0004204136,0.0002392057,0.0001569861],"domain_scores_gemma":[0.9989062,0.00001481153,0.0001678875,0.0007328313,0.0001055115,0.00007279238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.247987e-7,0.0001911665,0.000005605536,0.0001112352,0.00004855782,0.000025491,0.00003257759,0.0002888932,0.0006132793,0.358314,0.003234602,0.6371337],"study_design_scores_gemma":[0.0003821748,0.000146365,0.0004166523,0.0001186536,0.00005531855,0.0001945614,0.000006210507,0.1551102,0.001520419,0.1201149,0.7207387,0.001195774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00003779405,0.000327152,0.5629952,0.00007256545,0.00004349289,0.0002321125,0.00001413383,0.0001785623,0.436099],"genre_scores_gemma":[0.0004172011,0.00001781447,0.6066614,0.00001979572,0.0002368991,0.00002925488,0.00004568373,0.00002130785,0.3925506],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7175041,"threshold_uncertainty_score":0.7581202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009439915812976206,"score_gpt":0.2180048530739808,"score_spread":0.2085649372610046,"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."}}