{"id":"W1982615629","doi":"10.1109/icassp.2013.6638679","title":"Learning-stage based decentralized adaptive access policy for dynamic spectrum access","year":2013,"lang":"en","type":"article","venue":"","topic":"Advanced Bandit Algorithms Research","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Stage (stratigraphy); Access control; Computer network; Distributed computing","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001375486,0.0003044131,0.0004897373,0.0009861484,0.0004273297,0.00230129,0.003403458,0.0001313132,0.0127132],"category_scores_gemma":[0.006686963,0.0002142074,0.0002473946,0.002218287,0.0002452537,0.002925765,0.0006982358,0.0003655877,0.001097386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003136046,"about_ca_system_score_gemma":0.0005486899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001996621,"about_ca_topic_score_gemma":0.0005837803,"domain_scores_codex":[0.9949464,0.0003093132,0.0007054089,0.0009837361,0.001899178,0.001156016],"domain_scores_gemma":[0.9941406,0.003503979,0.0003056392,0.0008068114,0.0008127767,0.000430142],"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":[0.00274478,0.001299481,0.02804538,0.0001141421,0.0003318397,0.00008350977,0.001285139,0.504203,0.001505862,0.009939902,0.06348515,0.3869619],"study_design_scores_gemma":[0.002226249,0.0002773963,0.02041073,0.00001066647,0.000005760841,0.000002056025,0.0007946324,0.8986355,0.003309561,0.05706739,0.0168341,0.0004259726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02138924,0.00003505076,0.965793,0.007722417,0.0002075314,0.001916295,0.00005285064,0.0001929915,0.002690671],"genre_scores_gemma":[0.9453264,0.00002648219,0.00721628,0.0006243631,0.0001098388,0.0003872036,0.0000223444,0.00005464616,0.04623242],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9585767,"threshold_uncertainty_score":0.9996804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1631619537857637,"score_gpt":0.5125284662488282,"score_spread":0.3493665124630645,"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."}}