{"id":"W4399154723","doi":"10.1109/wf-iot58464.2023.10539526","title":"The 1st Workshop on 5G and Machine Learning for IoT and Unmanned Aerial Vehicles (UAV)","year":2023,"lang":"en","type":"article","venue":"","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drone; Computer science; Internet of Things; Exploit; Artificial intelligence; Sustainability; Machine to machine; Systems engineering; Embedded system; Computer security; Engineering","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":[0.003025307,0.001479994,0.000817611,0.001106091,0.0009818554,0.003955732,0.001449058,0.002782067,0.01621943],"category_scores_gemma":[0.002347873,0.0004214021,0.001238377,0.0008481106,0.001041591,0.003037887,0.002452806,0.004266899,0.005563603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001624432,"about_ca_system_score_gemma":0.002368314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002944974,"about_ca_topic_score_gemma":0.00438412,"domain_scores_codex":[0.998628,0.0003638057,0.0000574035,0.0002750713,0.000405453,0.0002702896],"domain_scores_gemma":[0.9985083,0.000433441,0.0000523918,0.00011766,0.0005263693,0.0003618304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004918468,0.0003564897,0.001232698,0.0006697768,0.0001064082,0.0006997625,0.0009539219,0.008469352,0.008081883,0.08146208,0.5460123,0.3514636],"study_design_scores_gemma":[0.00002188595,0.0002008528,0.000718167,0.0004884133,0.00003403429,0.0002522699,0.0004084582,0.008269824,0.003203251,0.01673892,0.9696135,0.0000504777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02845527,0.1527717,0.2712547,0.09797011,0.1569786,0.0006836822,0.001719135,0.001098856,0.2890679],"genre_scores_gemma":[0.1439256,0.07330515,0.06122861,0.007627196,0.03831568,0.0004668068,0.001907701,0.0007613674,0.6724619],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01621943,"threshold_uncertainty_score":0.05425942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564771874851377,"score_gpt":0.2238700431536512,"score_spread":0.2082223244051374,"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."}}