{"id":"W4411948858","doi":"10.1109/iwcmc65282.2025.11059678","title":"Enhancing RAN Slicing Isolation and UAV Positioning in Tactical Networks with DRL","year":2025,"lang":"en","type":"article","venue":"","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Mitacs","keywords":"Isolation (microbiology); Slicing; Computer science; Ran; Computer network; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008830261,0.0005949319,0.0005579617,0.0002994718,0.0003442048,0.0005141917,0.00106646,0.0005015152,0.0006353466],"category_scores_gemma":[0.002927977,0.0002378597,0.0002107405,0.0002366919,0.0005931889,0.0009826041,0.0009110759,0.0006837923,0.0001683128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006717434,"about_ca_system_score_gemma":0.0008952185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002965994,"about_ca_topic_score_gemma":0.00478427,"domain_scores_codex":[0.9996506,0.00008927065,0.00001975786,0.00008220422,0.00008692388,0.00007126622],"domain_scores_gemma":[0.9988176,0.0005073543,0.000229359,0.0001982084,0.0001755554,0.00007196709],"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":[0.0001550128,0.0001274555,0.001940502,0.00005971831,0.00003189503,0.00009363051,0.0001001587,0.8173176,0.02300823,0.004317608,0.0006567806,0.1521914],"study_design_scores_gemma":[0.000009411691,0.00006216654,0.0002009694,0.000003458573,0.000004965761,0.00003214612,0.00001391673,0.9937559,0.004915818,0.0006653157,0.0003310548,0.000004817623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09834828,0.0003178592,0.8978412,0.0001600816,0.0000458735,0.00004891552,0.00002056715,0.001082737,0.002134504],"genre_scores_gemma":[0.8799589,0.00006871967,0.11907,0.0000864804,0.00001388184,0.00002999293,0.00002932559,0.0000381039,0.0007045644],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002965994,"threshold_uncertainty_score":0.005897462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003138114266208393,"score_gpt":0.2096485673936565,"score_spread":0.2065104531274481,"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."}}