{"id":"W4413472153","doi":"10.1109/tvt.2025.3601669","title":"Fair Admission for Air–Ground NOMA-Assisted Semi-Grant-Free Transmission","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Satellite Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Science Foundation of Anhui Province; Natural Science Foundation of Chongqing; Natural Science Foundation of Jiangxi Province; National Natural Science Foundation of China","keywords":"Noma; Transmission (telecommunications); Telecommunications; Computer science; Telecommunications link","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":[0.0001835521,0.0003136624,0.0003911885,0.0009443996,0.0003047028,0.00002623569,0.000869324,0.0006999879,0.00003489849],"category_scores_gemma":[0.00001612879,0.0003192368,0.0002411986,0.001134567,0.0001019686,0.0001098877,0.000004514234,0.0005447106,0.00003621884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002218259,"about_ca_system_score_gemma":0.0000538022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001509037,"about_ca_topic_score_gemma":0.00003189979,"domain_scores_codex":[0.9984883,0.00005632624,0.0005206309,0.0003837693,0.0001723455,0.000378616],"domain_scores_gemma":[0.9979736,0.0001671562,0.00005041428,0.001597546,0.0001247654,0.0000865621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001324778,0.0004261268,0.00003266282,0.0007042054,0.0005247212,0.0000140918,0.0002121092,0.0342922,0.3579968,0.002107495,0.001317846,0.6022393],"study_design_scores_gemma":[0.002915704,0.0001861037,0.0001660729,0.0006098992,0.0001836033,0.00006546601,0.0004128214,0.0574602,0.5612768,0.002774932,0.373327,0.0006214185],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02744578,0.002500434,0.9624708,0.002459025,0.0007236702,0.0009074913,0.00004040129,0.00254291,0.000909452],"genre_scores_gemma":[0.992661,0.0005717375,0.005346165,0.00009694066,0.00001607389,0.0005620579,0.00001410385,0.00006953166,0.0006624131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9652152,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158049324636759,"score_gpt":0.250102278066193,"score_spread":0.2342973456025171,"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."}}