{"id":"W4402897271","doi":"10.1109/iwqos61813.2024.10682914","title":"Orchestrating Sustainable and Service-Differentiable Satellite Networking: A Federated Cross-Orbit Approach","year":2024,"lang":"en","type":"article","venue":"","topic":"Satellite Communication Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College; Simon Fraser University","funders":"National Natural Science Foundation of China","keywords":"Computer science; Satellite; Differentiable function; Orbit (dynamics); Service (business); Remote sensing; Aerospace engineering; Geography; Engineering; Business; 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":[0.001498086,0.0006340668,0.0005980121,0.0004321196,0.0006523103,0.001422817,0.001339723,0.001010432,0.001362205],"category_scores_gemma":[0.001536718,0.0002620289,0.0004984931,0.0006530493,0.0007953774,0.00202939,0.001950164,0.001029096,0.000162244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091541,"about_ca_system_score_gemma":0.001401829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038274,"about_ca_topic_score_gemma":0.002639592,"domain_scores_codex":[0.9991897,0.0003060638,0.0000289392,0.0001556424,0.0001667454,0.0001528839],"domain_scores_gemma":[0.999363,0.000228422,0.00009325964,0.0001133803,0.00009942569,0.0001023929],"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":[0.0001108339,0.0001066178,0.0006972871,0.00009955164,0.00005072569,0.0003135107,0.0001213803,0.8377575,0.004748601,0.09713278,0.001712579,0.05714853],"study_design_scores_gemma":[0.000006492425,0.00003292418,0.00008356915,0.000008214052,0.000008650917,0.00006906515,0.00004523684,0.9710868,0.0007395628,0.02610096,0.001811703,0.000006820439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02770885,0.0003270441,0.9669226,0.0003534236,0.000057014,0.0000663527,0.00003789377,0.0002196414,0.004307067],"genre_scores_gemma":[0.8447277,0.0004865691,0.1513994,0.0001561273,0.00004592182,0.00007209988,0.00008051964,0.00004364887,0.002987957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002038274,"threshold_uncertainty_score":0.007922769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723829552452714,"score_gpt":0.2565009464756367,"score_spread":0.2292626509511096,"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."}}