{"id":"W2392968590","doi":"","title":"Design and Implementation of GSM Network Optimization Expert System","year":2009,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; GSM; Expert system; Fuzzy logic; Interface (matter); Artificial intelligence; Data mining; Computer network; Operating system","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":[0.0001341094,0.0001247704,0.0001409704,0.00007653498,0.0001885883,0.00006676931,0.0004046287,0.00004769479,0.000002128407],"category_scores_gemma":[1.290653e-7,0.0001315364,0.00003343509,0.0004651493,0.00002419259,0.0002489992,0.00008982164,0.00005823237,0.000003366275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004291438,"about_ca_system_score_gemma":0.0000345316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004712404,"about_ca_topic_score_gemma":1.802738e-7,"domain_scores_codex":[0.9989995,0.00003686545,0.0003314246,0.0003461921,0.0001161977,0.0001697607],"domain_scores_gemma":[0.9992467,0.00006665554,0.0001786362,0.0003121668,0.0001363179,0.00005952583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001713135,0.00005017427,0.000009047004,0.00001160659,0.00001027007,3.043687e-7,0.0002381918,0.1853103,0.002976855,0.4003682,0.001144411,0.4098789],"study_design_scores_gemma":[0.0006260084,0.0001939197,0.001014194,0.00005421841,0.00001736197,0.00008315514,0.00007561548,0.9014771,0.01643841,0.04252496,0.03699549,0.0004995864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00006763206,0.0001858903,0.9974381,0.0008250348,0.000007688945,0.001029346,0.000002069174,0.0003237049,0.0001204725],"genre_scores_gemma":[0.06482614,0.00004198722,0.9342635,0.0003874094,0.00007882133,0.0003710087,0.00001823969,0.000007066032,0.000005839638],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7161667,"threshold_uncertainty_score":0.5363898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060007711414199,"score_gpt":0.2866064145897715,"score_spread":0.2760063374756295,"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."}}