{"id":"W4400908911","doi":"10.1109/siu61531.2024.10600775","title":"Multi-Tier Non-Terrestrial Networking for Disaster Communications: A Layered Clustering Approach","year":2024,"lang":"en","type":"article","venue":"","topic":"Opportunistic and Delay-Tolerant Networks","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Cluster analysis; 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":[0.0005771091,0.000506439,0.0003830082,0.0006796301,0.0007378964,0.0008272373,0.001361742,0.0005070457,0.0008150448],"category_scores_gemma":[0.0008968171,0.0002748703,0.0005840554,0.0006765308,0.0003118193,0.00101243,0.000854333,0.0003670311,0.0002484951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093698,"about_ca_system_score_gemma":0.0008295327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007007753,"about_ca_topic_score_gemma":0.01044582,"domain_scores_codex":[0.9996631,0.0001205664,0.00001677952,0.00006011311,0.00007257771,0.00006685267],"domain_scores_gemma":[0.9995896,0.0001063216,0.00007086041,0.00006591797,0.0001195932,0.00004766389],"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":[0.00005917077,0.0000920542,0.002741384,0.00009514511,0.0001111913,0.0001600069,0.0002450166,0.8762255,0.01802984,0.02360458,0.001739642,0.07689649],"study_design_scores_gemma":[0.000001768668,0.00002791781,0.00038697,0.00000469545,0.00001261956,0.00004595023,0.00005385966,0.9946296,0.001085769,0.002919691,0.0008185665,0.0000125772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03014959,0.0005268681,0.9659526,0.0002066922,0.00002806641,0.00007154769,0.0000389471,0.0002326466,0.002793095],"genre_scores_gemma":[0.6343006,0.000813438,0.3593849,0.0001252868,0.00004059933,0.0001273307,0.0001470131,0.00007303728,0.00498775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007007753,"threshold_uncertainty_score":0.0139339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09837559756573337,"score_gpt":0.3164515869597405,"score_spread":0.2180759893940071,"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."}}