{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004060541,0.0001746497,0.0002022527,0.00007577164,0.0002055779,0.0006686685,0.001184579,0.000101757,0.000005541572],"category_scores_gemma":[0.000003098521,0.000145862,0.0001319488,0.0002614383,0.00005845925,0.0003822513,0.0007072304,0.0001967791,0.00002239177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003245986,"about_ca_system_score_gemma":0.00007578904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001968535,"about_ca_topic_score_gemma":0.00001469922,"domain_scores_codex":[0.9986547,0.0000504839,0.0003459006,0.0004343966,0.000147017,0.0003674615],"domain_scores_gemma":[0.9984722,0.0003035296,0.00004849223,0.001038447,0.00002684515,0.0001105403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007006963,0.000274773,0.00007559762,0.0001656587,0.0001902155,0.00002745396,0.003678363,0.004354702,0.00005425076,0.007624494,0.03143271,0.9520517],"study_design_scores_gemma":[0.000490195,0.00003249442,0.000004207305,0.00008259109,0.00001354122,0.00001903294,0.00006045779,0.9598714,0.000001325295,0.000307101,0.03892315,0.0001945342],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00004627577,0.0006191414,0.9872219,0.0004515369,0.00243249,0.0005065486,0.000003724251,0.0003002962,0.008418093],"genre_scores_gemma":[0.5445036,0.00004737709,0.4526227,0.0002914723,0.0008816202,0.0001332834,0.00002721546,0.00001973772,0.001472952],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9555167,"threshold_uncertainty_score":0.6447986,"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."}}