{"id":"W7162191972","doi":"10.65521/ijeecs.v14i2.2136","title":"A Comprehensive Review of IoT Edge Gateways: Models, Methods, and Emerging Applications","year":2025,"lang":"","type":"article","venue":"International Journal of Electrical Electronics and Computer Systems","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cloud computing; Edge computing; Interoperability; Enhanced Data Rates for GSM Evolution; Edge device; Gateway (web page); Internetworking; Software; Internet of Things","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":[0.001283371,0.001465191,0.001276507,0.003361473,0.0004039077,0.002058057,0.001430124,0.001309584,0.003909509],"category_scores_gemma":[0.002544589,0.0005935262,0.001107859,0.004729597,0.0005661662,0.003777814,0.0008071943,0.001385101,0.001596864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001037237,"about_ca_system_score_gemma":0.002570054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002207689,"about_ca_topic_score_gemma":0.002517176,"domain_scores_codex":[0.9993066,0.000153231,0.0001152207,0.0001189391,0.0002568374,0.0000492266],"domain_scores_gemma":[0.9984772,0.001007864,0.0001437182,0.00006723586,0.0002670188,0.00003707519],"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":[0.00008049623,0.00009991736,0.0007469088,0.03869242,0.0001867037,0.0002848025,0.000375046,0.005277165,0.002024547,0.06602155,0.05145705,0.8347535],"study_design_scores_gemma":[0.00000979311,0.0001098805,0.000801991,0.01045227,0.0002705446,0.00061703,0.000220949,0.002774105,0.0009569418,0.0183181,0.9654151,0.00005315023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006845656,0.9830773,0.008279642,0.0008940091,0.0004581093,0.00003865303,0.000158771,0.00008287344,0.006326012],"genre_scores_gemma":[0.004372728,0.9877862,0.00569101,0.0004281821,0.0003075444,0.00004781447,0.0002148169,0.00002162567,0.001130077],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003909509,"threshold_uncertainty_score":0.01307857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086532894201263,"score_gpt":0.3330199456704191,"score_spread":0.3121546167284064,"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."}}