{"id":"W4400489961","doi":"10.1109/netsoft60951.2024.10588948","title":"Calibration and Automation of a 5G Simulator for Realistic Evaluation and Data Generation","year":2024,"lang":"en","type":"article","venue":"","topic":"Millimeter-Wave Propagation and Modeling","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ericsson (Canada); Dalhousie University","funders":"","keywords":"Automation; Computer science; Calibration; Simulation; Data modeling; Software engineering; Engineering; Statistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001360568,0.00112436,0.0004780676,0.0009088312,0.0004477026,0.0009884636,0.001208897,0.0007324133,0.006410223],"category_scores_gemma":[0.004258995,0.000419851,0.0004841028,0.0005011943,0.0004492465,0.0008861793,0.0009411259,0.001187113,0.001485207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008617559,"about_ca_system_score_gemma":0.001380691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003072339,"about_ca_topic_score_gemma":0.002493064,"domain_scores_codex":[0.9989907,0.000270428,0.00009705383,0.0001222318,0.0003945045,0.0001249764],"domain_scores_gemma":[0.9985257,0.0004931021,0.00008362947,0.0003573594,0.0004518919,0.00008839311],"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":[0.0004584857,0.0004115076,0.01456746,0.0005455391,0.0001278257,0.0006031137,0.0006463423,0.8176976,0.05038055,0.0126159,0.01328101,0.08866467],"study_design_scores_gemma":[0.0001098014,0.0002376231,0.002230464,0.00006030206,0.00004124057,0.0001625273,0.00008214668,0.9224646,0.04641112,0.002466492,0.025668,0.00006569115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2238221,0.0003178908,0.7072139,0.0006432935,0.0007102431,0.001383535,0.004839425,0.0314085,0.02966115],"genre_scores_gemma":[0.8753501,0.0001908395,0.1161285,0.0001757078,0.00003111289,0.0006525509,0.002916496,0.00143575,0.003118969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006410223,"threshold_uncertainty_score":0.02144432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281772261461403,"score_gpt":0.3457904263250632,"score_spread":0.2176132001789229,"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."}}