{"id":"W4396623662","doi":"10.5539/jmr.v16n2p108","title":"An Optimal Multiquadric Variable Shape Parameter for Boundary Value Problems Using Particle Swarm Optimization","year":2024,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Particle swarm optimization; Variable (mathematics); Mathematical optimization; Boundary value problem; Value (mathematics); Applied mathematics; Boundary (topology); Mathematical analysis; Statistics","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":[0.0008350891,0.0008974916,0.0009117716,0.0005459444,0.0004808538,0.0008825248,0.001132052,0.001364606,0.001723404],"category_scores_gemma":[0.001759098,0.0004993146,0.0006853699,0.0005307124,0.0005675472,0.0008350664,0.000948235,0.0008015017,0.0004159707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004910085,"about_ca_system_score_gemma":0.0008708203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003239068,"about_ca_topic_score_gemma":0.002693365,"domain_scores_codex":[0.9996241,0.0001197709,0.00001511652,0.0000560965,0.000154315,0.00003052462],"domain_scores_gemma":[0.9996784,0.0001604517,0.00003683107,0.00002724438,0.00008033927,0.00001674595],"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":[0.00005911218,0.00005807547,0.000601556,0.0001175623,0.00002477648,0.00006419088,0.000111317,0.8998459,0.007900019,0.009978596,0.001047369,0.08019146],"study_design_scores_gemma":[0.000005407662,0.0000126439,0.00005124407,0.000006049777,0.000002049061,0.000006694086,0.00000568691,0.9982292,0.0005226499,0.0007396116,0.0004154176,0.000003326786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00655952,0.0001433037,0.991355,0.00005660595,0.00001949392,0.00003439991,0.000009761988,0.0001257404,0.001696107],"genre_scores_gemma":[0.2409563,0.0002510268,0.7557648,0.0000663715,0.00002824884,0.0002968358,0.0001031368,0.0001257942,0.002407467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003239068,"threshold_uncertainty_score":0.006440401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07583009282703941,"score_gpt":0.369743252439081,"score_spread":0.2939131596120416,"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."}}