{"id":"W4413679436","doi":"10.1109/compsac65507.2025.00098","title":"Radio link failure prediction in 5G networks using graph neural networks","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Link (geometry); Computer science; Artificial neural network; Computer network; Artificial intelligence","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":[0.0006756734,0.001029918,0.0005441625,0.001135189,0.0002586682,0.0005030243,0.0007734789,0.0009369454,0.00100357],"category_scores_gemma":[0.002301336,0.0002352794,0.0005245911,0.0008717394,0.0003237123,0.0008295231,0.0004247607,0.0009088195,0.0002246765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001234661,"about_ca_system_score_gemma":0.0004315846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03348125,"about_ca_topic_score_gemma":0.03380431,"domain_scores_codex":[0.9997616,0.00006908746,0.00001317461,0.00007206892,0.00003235693,0.0000516399],"domain_scores_gemma":[0.9990758,0.0005797273,0.0001232682,0.00003916935,0.0001398497,0.00004220516],"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":[0.0001010675,0.00006259131,0.007894341,0.00003338496,0.00004431925,0.00009537338,0.00001574016,0.9620745,0.0003448657,0.0006164981,0.001750754,0.02696659],"study_design_scores_gemma":[0.000002028359,0.000008079387,0.0007961569,0.000002545266,0.000004484018,0.000004652021,0.000003896406,0.9984885,0.00008711977,0.0005337741,0.00006714526,0.000001675384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.82329,0.002848469,0.164098,0.001984411,0.0002498129,0.00007988553,0.002397422,0.001446608,0.003605372],"genre_scores_gemma":[0.9926081,0.0002165139,0.005222447,0.0000982672,0.00003128919,0.00001775769,0.0009168341,0.00001767136,0.0008711078],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03348125,"threshold_uncertainty_score":0.06657273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005753779232398109,"score_gpt":0.2062154603094672,"score_spread":0.200461681077069,"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."}}