{"id":"W4292730280","doi":"10.1007/978-3-031-07021-1_6","title":"Conclusion and Future Work","year":2022,"lang":"en","type":"book-chapter","venue":"Wireless networks","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Automatic dependent surveillance-broadcast; Computer science; Secondary surveillance radar; Air traffic control; Encryption; Radar; Harm; Computer security; Authentication (law); Air traffic management; Telecommunications; Real-time computing; Engineering; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004296288,0.001051259,0.0008559659,0.001597868,0.002695684,0.008993916,0.002354794,0.002287618,0.1333356],"category_scores_gemma":[0.00888191,0.0003962226,0.001211782,0.002157295,0.001001618,0.008593306,0.002331485,0.002274666,0.06920563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002379738,"about_ca_system_score_gemma":0.004747685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0126598,"about_ca_topic_score_gemma":0.009506376,"domain_scores_codex":[0.9973115,0.0006769846,0.0001143497,0.0005718658,0.0008989071,0.0004263849],"domain_scores_gemma":[0.9936877,0.0008970702,0.00009841171,0.0008667005,0.003714274,0.0007357497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005462806,0.0004811941,0.001760429,0.001341779,0.00004413409,0.000233401,0.000680137,0.003545143,0.004687089,0.09368243,0.3585785,0.5344195],"study_design_scores_gemma":[0.0001004142,0.0001842405,0.0007907672,0.0009694279,0.00008641656,0.0002389613,0.002384532,0.009539046,0.003766597,0.1017569,0.8801248,0.00005785886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01358812,0.05195336,0.1723736,0.1029545,0.03136336,0.001137154,0.005668913,0.006160293,0.6148008],"genre_scores_gemma":[0.1164833,0.05678028,0.1701605,0.03363401,0.007555041,0.0008921456,0.01431004,0.001457693,0.598727],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8666644,"threshold_uncertainty_score":0.446052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004203830214340044,"score_gpt":0.1577204752340035,"score_spread":0.1535166450196635,"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."}}