{"id":"W7134993868","doi":"","title":"Resource Allocation Techniques for Integrated Sensing and Communication System in 6G and Beyond","year":2025,"lang":"en","type":"other","venue":"White Rose eTheses Online (University of Leeds, The University of Sheffield, University of York)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Resource allocation; Key (lock); Communications system; Resource management (computing); Resource (disambiguation); Power (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007838615,0.0004214144,0.001046911,0.001484676,0.0004822815,0.00001376944,0.001242586,0.0008595769,0.000104634],"category_scores_gemma":[0.0000714624,0.0005510133,0.0002430574,0.0008327161,0.001995729,0.0002327713,0.0008942545,0.0006814518,0.000003180073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003062049,"about_ca_system_score_gemma":0.0002785372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03460447,"about_ca_topic_score_gemma":0.05163646,"domain_scores_codex":[0.9979424,0.0005616384,0.0002512374,0.0005953574,0.0003394916,0.0003097978],"domain_scores_gemma":[0.9967768,0.0006615053,0.001085555,0.0009156941,0.0004465474,0.0001139097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0221146,0.003997852,0.009521229,0.02179548,0.007854867,0.0003381759,0.2174179,0.001781243,0.0101682,0.03442708,0.4116212,0.2589622],"study_design_scores_gemma":[0.005143671,0.0004948532,0.00214017,0.008712284,0.002019826,0.00001936361,0.5835555,0.01049333,0.0001615826,0.000171104,0.3859886,0.001099752],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1891415,0.009595385,0.1395421,0.01703022,0.0003491781,0.01398024,0.01740243,0.002704401,0.6102546],"genre_scores_gemma":[0.6356243,0.007368062,0.1223633,0.00008105861,0.0000649361,7.04699e-8,0.001873204,0.0003817266,0.2322433],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4464828,"threshold_uncertainty_score":0.9996941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251135655389535,"score_gpt":0.2089882835429095,"score_spread":0.1964769269890142,"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."}}