{"id":"W7014484935","doi":"","title":"Performance Evaluation of IoT Protocols for Environment Monitoring","year":2021,"lang":"en","type":"dissertation","venue":"Scholarship at UWindsor (University of Windsor)","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MQTT; Message queue; Network packet; Node (physics); Internet of Things; Environmental monitoring; The Internet; Damages; Protocol (science)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005804595,0.000228556,0.0003555996,0.0002172343,0.0001983915,0.00001526924,0.0003133442,0.0003743877,0.0003122495],"category_scores_gemma":[0.00002849052,0.0003240666,0.0001740815,0.0002310315,0.00003287335,0.0002246871,0.00003519076,0.0002360393,0.00001447597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003227535,"about_ca_system_score_gemma":0.0001126711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006557319,"about_ca_topic_score_gemma":0.00002925422,"domain_scores_codex":[0.9985388,0.00005040539,0.0002814706,0.0003110186,0.0006160115,0.0002022965],"domain_scores_gemma":[0.9987679,0.00003762048,0.000278233,0.0004311776,0.0004185129,0.00006654995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0008402407,0.0005736374,0.05534338,0.007447385,0.001065173,0.000002681095,0.008735954,0.5769153,0.195647,0.0001493503,0.0003302095,0.1529497],"study_design_scores_gemma":[0.004735269,0.0002908209,0.6178904,0.002223816,0.001479577,0.000002862023,0.004620549,0.1050129,0.2565436,0.0001410441,0.005731597,0.001327533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909258,0.0002652748,0.0004055842,0.00000784463,0.0001604698,0.005782004,0.00007541922,0.00004944426,0.002328131],"genre_scores_gemma":[0.9857072,0.0001980768,0.0093832,0.000001060082,0.00009297427,0.0004392686,0.001370531,0.00007613712,0.002731607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.562547,"threshold_uncertainty_score":0.9999211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03298919497325436,"score_gpt":0.2582693016818018,"score_spread":0.2252801067085474,"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."}}