{"id":"W3194305184","doi":"10.23977/jemm.2021.060108","title":"“Red Bird Collaborative” Fighter Design","year":2021,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Guidance and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adversary; Aeronautics; Engineering; Host (biology); Aerospace engineering; Computer science; Simulation; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000246035,0.0001331057,0.0002710778,0.00009310442,0.00002159636,0.00005253753,0.00007194553,0.00006309074,0.00001364708],"category_scores_gemma":[0.00005334396,0.0001160692,0.00006371675,0.0001682955,0.000001501157,0.0001288859,0.0000150064,0.0001853271,0.000002205879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002596592,"about_ca_system_score_gemma":0.00003727633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.272052e-7,"about_ca_topic_score_gemma":0.000001332155,"domain_scores_codex":[0.9993143,0.00002076517,0.0003069219,0.0000710127,0.0001336455,0.0001533531],"domain_scores_gemma":[0.9995648,0.00005601157,0.00005663476,0.00009450299,0.0001331031,0.00009496902],"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":[0.00002280746,0.0000253897,0.00003792243,0.0001655292,0.0003196437,0.0003535005,0.0001921579,0.6151705,0.3717319,0.005431473,0.003334413,0.00321476],"study_design_scores_gemma":[0.00107035,0.0001254009,0.0001708262,0.0002152383,0.00006924335,0.0005257013,0.00006981321,0.9594712,0.01184823,0.0008424571,0.02527245,0.0003191094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01911214,0.0115814,0.9671431,0.0001524032,0.001668953,0.00007502165,0.000004776074,0.0001153303,0.0001469252],"genre_scores_gemma":[0.9877707,0.000898811,0.01087772,0.00004109562,0.0003074557,0.000003652763,5.913057e-7,0.00004994178,0.00005002595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9686586,"threshold_uncertainty_score":0.4733164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006424422621246274,"score_gpt":0.1806421784702282,"score_spread":0.174217755848982,"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."}}