{"id":"W7117174776","doi":"","title":"On Network-Aware Semantic Communication and Edge-Cloud Collaborative Intelligence Systems","year":2025,"lang":"","type":"article","venue":"ArXiv.org","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Semantic computing; Semantic Web; Semantic grid; Semantic technology; Social Semantic Web; Abstraction; Key (lock); Orchestration; Semantic analytics; Semantics (computer science)","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":[0.0013686,0.0009019975,0.0008665559,0.001135725,0.001401319,0.005078203,0.001654651,0.001533954,0.003576253],"category_scores_gemma":[0.003958351,0.0004196285,0.000594035,0.002229076,0.002079247,0.009365464,0.003135301,0.002836458,0.0008411602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001882876,"about_ca_system_score_gemma":0.00156068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003599908,"about_ca_topic_score_gemma":0.00294514,"domain_scores_codex":[0.9988674,0.0003140194,0.00008010271,0.000233209,0.0003332032,0.0001720489],"domain_scores_gemma":[0.9985614,0.0008049897,0.00007873066,0.0002460499,0.000217995,0.00009084775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005925373,0.00005204546,0.0005381905,0.0003171952,0.00004095151,0.0002019974,0.0003798727,0.04151154,0.001213827,0.8719452,0.009845469,0.07389452],"study_design_scores_gemma":[0.00001054054,0.0000472096,0.0003660009,0.0002074859,0.00003437226,0.0002462893,0.0003075759,0.2223234,0.00113138,0.6904575,0.08483367,0.00003456542],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01627272,0.03037083,0.8644966,0.01223772,0.001204576,0.0001618027,0.0003157776,0.0005816591,0.07435834],"genre_scores_gemma":[0.7136035,0.06728759,0.1908899,0.003383809,0.002607699,0.0004206333,0.0009299525,0.0002799404,0.020597],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005078203,"threshold_uncertainty_score":0.01366132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02801703963616988,"score_gpt":0.2755237221689333,"score_spread":0.2475066825327634,"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."}}