{"id":"W3005709115","doi":"10.48550/arxiv.2002.07277","title":"5G Simulation-Based Experimentation Framework for Vertical Performance Assessment","year":2020,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Key (lock); Computer science; Diversity (politics); Distributed computing; End-to-end principle; Systems engineering; Data science; Computer network; Computer security; Engineering","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":[0.002922877,0.001272408,0.0008388982,0.0006588692,0.0004855716,0.001478592,0.001813878,0.001316185,0.00359983],"category_scores_gemma":[0.004411531,0.000431941,0.0007651424,0.0005190379,0.0009073344,0.001271253,0.001950622,0.001941923,0.0005952261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056667,"about_ca_system_score_gemma":0.001588636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007033532,"about_ca_topic_score_gemma":0.005313649,"domain_scores_codex":[0.9984157,0.000870936,0.0000863419,0.0001452254,0.0003700914,0.0001117759],"domain_scores_gemma":[0.9978745,0.001189332,0.0001499759,0.0003233175,0.0003493489,0.0001134555],"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":[0.00004785326,0.00006444213,0.0007992561,0.00003720005,0.00003431064,0.00005725188,0.00004352711,0.949991,0.001171311,0.04150435,0.0008367198,0.005412688],"study_design_scores_gemma":[0.000008140634,0.00001669764,0.00005587365,0.000007009819,0.000003208619,0.000007581056,0.000009191555,0.9909374,0.0003245213,0.007328263,0.001297441,0.00000469221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009616768,0.0001179408,0.9802282,0.0004195355,0.00006861018,0.0001605691,0.0003224879,0.001590435,0.007475439],"genre_scores_gemma":[0.643011,0.0004258475,0.3507382,0.0002585301,0.0001135336,0.0007870197,0.0008888376,0.0003681131,0.003408954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007033532,"threshold_uncertainty_score":0.01545787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07760246389569145,"score_gpt":0.2460395321365818,"score_spread":0.1684370682408904,"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."}}