{"id":"W1580440216","doi":"","title":"Upper and lower bounds for pilot coverage in UMTS networks","year":2009,"lang":"en","type":"article","venue":"ORCA Online Research @Cardiff","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"UMTS frequency bands; Upper and lower bounds; Computer science; Computer network; Mathematics","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":[0.0004935811,0.0001865187,0.0002763719,0.0002317578,0.0001101074,0.00008141789,0.0001550475,0.000123093,0.00001631895],"category_scores_gemma":[0.0001146562,0.000193445,0.00005248745,0.0005420413,0.00006558619,0.0002497952,0.00007144432,0.0005214257,0.000004468748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001874229,"about_ca_system_score_gemma":0.00002900291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007001242,"about_ca_topic_score_gemma":0.00004219212,"domain_scores_codex":[0.9983,0.00006852086,0.0002515495,0.0003092159,0.0003167505,0.0007539562],"domain_scores_gemma":[0.999175,0.0002479399,0.00001769763,0.0002939037,0.0001184757,0.0001470536],"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":[0.0001301354,0.0001048806,0.000370584,0.00003192142,0.00001818357,0.00001665648,0.00003033987,0.9097396,0.0004418115,0.0003447971,0.002763801,0.08600733],"study_design_scores_gemma":[0.001341431,0.0004179177,0.007349546,0.0001016231,0.000005150262,0.000007166139,0.00001773305,0.977967,0.00007023277,0.002067114,0.01038374,0.0002713936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3619693,0.008363087,0.6182211,0.001121541,0.0006892001,0.00237064,0.0001186668,0.0005841599,0.006562279],"genre_scores_gemma":[0.9878841,0.003920373,0.006900209,0.00006268485,0.0006139533,0.00005034194,0.0001536956,0.0000671557,0.0003474751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6259148,"threshold_uncertainty_score":0.7888456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02943120790381296,"score_gpt":0.3334504060704294,"score_spread":0.3040191981666164,"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."}}