{"id":"W4405490654","doi":"10.1109/iccspa61559.2024.10794260","title":"Scheduling Deadline-Constrained Traffic over Hybrid Channels","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Scheduling (production processes); Distributed computing; Computer network; Mathematical optimization; Mathematics","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":[0.00156349,0.0007304964,0.001168384,0.0005604161,0.0007982121,0.001288737,0.001072074,0.000609999,0.001137329],"category_scores_gemma":[0.003797629,0.0003414055,0.000297674,0.0008662278,0.0009685677,0.001476555,0.0009040663,0.00068796,0.0001115239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009782858,"about_ca_system_score_gemma":0.001253224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003889129,"about_ca_topic_score_gemma":0.0029124,"domain_scores_codex":[0.9990461,0.0003199704,0.00003858898,0.0001387021,0.0001582611,0.0002983533],"domain_scores_gemma":[0.9948877,0.003553639,0.0004909205,0.0002950789,0.0004646069,0.0003081775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002336051,0.00005426939,0.0009522226,0.0000595003,0.00003566671,0.0001040158,0.00007948325,0.9742581,0.004008644,0.006106824,0.0003785084,0.01372913],"study_design_scores_gemma":[0.00001416357,0.0000435354,0.0001337684,0.000001845886,0.000004665633,0.00002051767,0.00003193961,0.9968244,0.0007616391,0.001993663,0.000164076,0.000005910352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3589056,0.0004622788,0.6377925,0.0001940374,0.00009683691,0.00007523664,0.0001116356,0.0003336748,0.002028239],"genre_scores_gemma":[0.9797711,0.0001022354,0.01950832,0.00003583885,0.00003645722,0.00003866702,0.0000310247,0.00002394154,0.0004524808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003889129,"threshold_uncertainty_score":0.008268595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007286762476042762,"score_gpt":0.2195621072756153,"score_spread":0.2122753447995726,"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."}}