{"id":"W2373190274","doi":"","title":"A New Particle Swarm Optimization Based on Three Evolution Model","year":2011,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Particle swarm optimization; Computer science; Mathematical optimization; Multi-swarm optimization; Process (computing); Population; Meta-optimization; Algorithm; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003871213,0.0005576975,0.001001919,0.0004993349,0.0004541771,0.001113841,0.001404533,0.001240767,0.002080825],"category_scores_gemma":[0.0007554063,0.0003441997,0.0009782945,0.0008610357,0.0003857152,0.001495823,0.0007929935,0.001154787,0.0006203047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004833697,"about_ca_system_score_gemma":0.0009520707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005138929,"about_ca_topic_score_gemma":0.002733064,"domain_scores_codex":[0.9996883,0.00006656482,0.00001857867,0.00005145531,0.0001479448,0.00002729348],"domain_scores_gemma":[0.9998679,0.0000369448,0.00001595514,0.00001227484,0.00005056685,0.00001631666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001257674,0.000111648,0.001462458,0.0003606092,0.0001618933,0.0003462046,0.0001980683,0.7170535,0.01255051,0.06729971,0.008472878,0.1918566],"study_design_scores_gemma":[0.00003565729,0.00003871293,0.0001894385,0.00001065366,0.00001547862,0.00007778996,0.00000823245,0.9886883,0.0006560071,0.003704084,0.006558648,0.00001708768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005199462,0.0005704876,0.988264,0.0001940483,0.0001869984,0.00006161143,0.00004828536,0.0003009859,0.005174222],"genre_scores_gemma":[0.3377502,0.002742118,0.6334869,0.0003343086,0.0002359449,0.0008246596,0.0005321504,0.0001993166,0.02389433],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005138929,"threshold_uncertainty_score":0.01021802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03936601675922585,"score_gpt":0.2581069767003025,"score_spread":0.2187409599410767,"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."}}