{"id":"W7130435404","doi":"10.1109/iconstem65670.2025.11374773","title":"MQTT Protocol-Based Detection and Classification in UAV-Assisted Smart Farming for IoT Intrusion Detection System","year":2025,"lang":"","type":"article","venue":"","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"MQTT; Intrusion detection system; Energy consumption; Internet of Things; Convolutional neural network; Component (thermodynamics); Efficient energy use","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":[0.0003997049,0.0004264361,0.0002920127,0.0003304758,0.0002158294,0.0004191779,0.0007367715,0.0003604426,0.0009976375],"category_scores_gemma":[0.001054321,0.0001150571,0.000234118,0.0002101542,0.0002293833,0.0009509261,0.0004183255,0.0003583186,0.0002394484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006893441,"about_ca_system_score_gemma":0.0004802299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003418668,"about_ca_topic_score_gemma":0.003496693,"domain_scores_codex":[0.9997005,0.00003688433,0.00002278443,0.00007027025,0.000116596,0.00005307146],"domain_scores_gemma":[0.9996461,0.00008177506,0.00004863061,0.00004925648,0.0001592779,0.00001494226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001206942,0.0005624628,0.03270471,0.0001847851,0.0001347374,0.000580629,0.0001789803,0.3650158,0.1965614,0.005719366,0.005252582,0.3918976],"study_design_scores_gemma":[0.000007011412,0.000119615,0.00194689,0.000003236994,0.00001417539,0.00006619663,0.00001434128,0.9694736,0.02731969,0.0004901692,0.0005369339,0.000008094133],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5276257,0.0003984967,0.4611603,0.0004303142,0.0001397374,0.0002462444,0.0001944604,0.003786413,0.006018323],"genre_scores_gemma":[0.9859773,0.0000527086,0.01259961,0.00004796519,0.000007292509,0.00003511046,0.00008722444,0.00001617064,0.001176621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003418668,"threshold_uncertainty_score":0.006797493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01369353248429533,"score_gpt":0.2544214511636397,"score_spread":0.2407279186793444,"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."}}