{"id":"W2313334492","doi":"10.2514/6.2016-1494","title":"Networked Cooperative Swarm System for Area Denial Operations","year":2016,"lang":"en","type":"article","venue":"AIAA Infotech @ Aerospace","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Air Force Research Laboratory; U.S. Air Force Academy","keywords":"Computer science; Swarm behaviour; Denial; Denial-of-service attack; Distributed computing; Artificial intelligence; Operating system; The Internet","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001073401,0.0001744124,0.0002050583,0.00002745039,0.0001832019,0.00005836183,0.0001701354,0.0001076838,0.00001551695],"category_scores_gemma":[0.00006534352,0.0001254252,0.00007568671,0.0002189228,0.00004421124,0.0001402472,0.00003060053,0.00008796092,0.0001306594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008819659,"about_ca_system_score_gemma":0.00002280473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001773652,"about_ca_topic_score_gemma":0.00003238031,"domain_scores_codex":[0.9991968,0.00001991547,0.000203005,0.00019374,0.00009443582,0.0002920679],"domain_scores_gemma":[0.9992235,0.000210695,0.00002111072,0.0003136273,0.0001253449,0.0001056883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003794374,0.00009078303,0.00008608684,0.000162456,0.000212048,0.000002589858,0.0005013552,0.1512221,0.654549,0.1348805,0.01975613,0.0384991],"study_design_scores_gemma":[0.005547935,0.0006137344,0.002597065,0.0007997645,0.000238705,0.00002604526,0.0007745345,0.2549539,0.4901193,0.001684269,0.2401132,0.002531632],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1351518,0.00004396034,0.8611177,0.0008091804,0.0003109259,0.0006922989,0.0000782182,0.0005828328,0.001213125],"genre_scores_gemma":[0.9685253,0.00001729491,0.02948301,0.00004830562,0.0003066619,0.0007938399,0.00001015606,0.00003805695,0.0007773818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8333735,"threshold_uncertainty_score":0.5114693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01529747499142825,"score_gpt":0.2412485753770114,"score_spread":0.2259511003855831,"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."}}