{"id":"W4416799404","doi":"10.1109/snpd65828.2025.11252542","title":"A Comparative Study of Task Offloading Approaches in the Edge-Cloud Paradigm","year":2025,"lang":"","type":"article","venue":"","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Cloud computing; Edge computing; Edge device; Task (project management); Scheduling (production processes); Enhanced Data Rates for GSM Evolution; Computation offloading; Quality of service; Fuzzy logic; Computation","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":[0.0007866008,0.0006255804,0.0005759787,0.001158128,0.0006979865,0.001242853,0.0007636259,0.0005424912,0.001274729],"category_scores_gemma":[0.002034716,0.0001470842,0.000364159,0.001592095,0.0003731256,0.001641727,0.0004491724,0.0004273928,0.0002570253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008356348,"about_ca_system_score_gemma":0.0008675726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003324457,"about_ca_topic_score_gemma":0.004157175,"domain_scores_codex":[0.9993369,0.0001319732,0.00003787199,0.00007926058,0.0002241932,0.0001897605],"domain_scores_gemma":[0.9986513,0.0007161924,0.00008633708,0.0001087447,0.0003095765,0.0001278688],"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":[0.002732567,0.001062314,0.00847018,0.001246631,0.0001711764,0.0003088638,0.0004485462,0.256989,0.03040929,0.02388091,0.004283788,0.6699967],"study_design_scores_gemma":[0.00006917508,0.001549355,0.01117719,0.0001207603,0.0001273123,0.0004570186,0.0009118397,0.9486184,0.01669244,0.008322163,0.01190089,0.00005351047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6935287,0.01713127,0.2272653,0.0006155554,0.0003084179,0.000545215,0.0002342159,0.0008007721,0.05957058],"genre_scores_gemma":[0.9596138,0.002928633,0.03504242,0.00007699733,0.00005017733,0.00005511806,0.0001409396,0.00005210516,0.00203972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003324457,"threshold_uncertainty_score":0.006610215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063057616976888,"score_gpt":0.3081766182816874,"score_spread":0.2018708565839986,"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."}}