{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002274023,0.0001813635,0.0001469079,0.0001979879,0.0002260921,0.0001568495,0.001113586,0.00007686418,0.00009006532],"category_scores_gemma":[0.000003610718,0.0001851551,0.00007272841,0.0009401002,0.00003734254,0.0003230497,0.0002070011,0.0001511171,0.0003307307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001175732,"about_ca_system_score_gemma":0.0002830649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003895562,"about_ca_topic_score_gemma":0.000004332209,"domain_scores_codex":[0.9983078,0.0000511853,0.0003255554,0.0006076823,0.0003571962,0.000350545],"domain_scores_gemma":[0.9984351,0.00006020975,0.0001036106,0.0009222715,0.00022536,0.0002534378],"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":[0.000006047292,0.0001953571,0.00005942532,0.000005397741,0.000007728391,7.617546e-7,0.0001215501,0.8934765,0.00008895132,0.06464067,0.001220186,0.04017742],"study_design_scores_gemma":[0.0004352538,0.00004753953,0.0002102929,0.000006872377,0.000007211232,0.000002889498,0.00000153476,0.9901248,0.001310486,0.006050359,0.00161196,0.0001908585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00001491134,0.00002339965,0.9949811,0.0005416307,0.00002405991,0.000810849,0.000004854707,0.0003789322,0.00322023],"genre_scores_gemma":[0.01509171,0.000002746543,0.983712,0.0004236989,0.00007362564,0.0003042665,0.00001456599,0.00002160253,0.0003558141],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09664824,"threshold_uncertainty_score":0.7550406,"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."}}